{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b4da8545",
   "metadata": {},
   "source": [
    "# 评估同化算法的性能\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c500a928",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c234c33",
   "metadata": {},
   "source": [
    "## 基本参数设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "08ca92c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Depending on your combination of package versions, this can raise a lot of TF warnings... \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# import scienceplots\n",
    "plt.style.use([\"nature\", \"no-latex\"])\n",
    "import xarray as xr\n",
    "from pathlib import Path\n",
    "import pickle\n",
    "import sys \n",
    "sys.path.append('../')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3aaf16f2-fdc9-4a58-9915-51f2eda3bf18",
   "metadata": {},
   "outputs": [],
   "source": [
    "fourcastnet_dir = \"/public/home/wangwuxing01/research/fundation/output/forecast\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ba75c5fd-e1fd-472b-9aca-92e9a409af6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_vars = [\"Z500\", \"T850\", \"T2M\", \"U10\", \"V10\", \"MSLP\", \"T500\", \"R500\", \"U500\", \"V500\"]\n",
    "unit_y = [\"(m$^2$ s$^{-2}$)\", \"(K)\", \"(K)\", \"(m s$^{-1}$)\", \"(m s$^{-1}$)\", \"(Pa)\", \"(K)\", \"(%)\", \"(m s$^{-1}$)\", \"(m s$^{-1}$)\"]\n",
    "plot_idx = [1, 10, 22, 20, 21, 23, 9, 5, 13, 17]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0c492b60",
   "metadata": {},
   "outputs": [],
   "source": [
    "da_cycle_dir = \"/public/home/wangwuxing01/research/fundation/output_npj/da_cycle\"\n",
    "medium_forecast_dir = \"/public/home/wangwuxing01/research/fundation/output_npj/medium_forecast\"\n",
    "scaler_dir = \"/public/home/wangwuxing01/research/fundation/data/era5_6_hourly/assim_dir_3day/scaler.pkl\"\n",
    "var_idx_dir = \"/public/home/wangwuxing01/research/fundation/data/era5_6_hourly/assim_dir_3day/var_idx.npy\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "30d534d5-f146-4d81-9de3-fa7a808a3620",
   "metadata": {},
   "outputs": [],
   "source": [
    "var_idx = [k for k in np.load(var_idx_dir)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4bf316d1-3d60-497c-b649-3104a592f471",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_vars = [\"Z500\", \"Z850\", \"U10\", \"V10\"]\n",
    "unit_y = [\"(m$^2$ s$^{-2}$)\", \"(m$^2$ s$^{-2}$)\", \"(m s$^{-1}$)\", \"(m s$^{-1}$)\"]\n",
    "plot_idx = [1, 2, 20, 21]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dc4c4e1d-ec77-4085-bdee-7254f54ab98a",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_dacycle_4dvarnet = np.load(f\"{da_cycle_dir}/rmse_4dvarnet_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_dacycle_vit = np.load(f\"{da_cycle_dir}/rmse_vit_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_dacycle_4dvarformer = np.load(f\"{da_cycle_dir}/rmse_4dvarformer_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "\n",
    "acc_dacycle_4dvarnet = np.load(f\"{da_cycle_dir}/acc_4dvarnet_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "acc_dacycle_vit = np.load(f\"{da_cycle_dir}/acc_vit_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "acc_dacycle_4dvarformer = np.load(f\"{da_cycle_dir}/acc_4dvarformer_obs[20, 21]_xb_3day.npy\").astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cc08f68e-bab0-4272-a0f3-a6cb5bc6e7e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kBOGLW7rRuUn1kHKv/7Gc//2+NLNeqkpSoodnLm5HulcZOnUNs9fuyjynV5s6vHtt5xydPuOXbmXc0q2c17ZuiCw/qele/vnVLEbN20SZRA+qkOF1ul6jQjKb9x7OLJvgEd7pexxnt6mb4731epWvpq9l6ea99G4fPhohw6s8MWIBgyanAE6vEzxC3SplWbfzYEjZBI/w3rWdOfPYnKNh9h5K49sZ69i+PzVXR8y4pVu5+bPQ92o4PAIPntOaASc3wxMm6iA9w8uw6WuZtmoHVx7fMNtz48frVd4eu5yXfl2aqzyAskkehtwc3hETra4XufGetUMvIk2AVUDw2/Z5VX3KVz72HXoIb2SunQYf9/KF0yfBDaOi73ivmQqfnu9G9IOp1gx2rwl09LOSWLZghufaabD8DyhfDQ7uhmW/wvrpvoMCXQfAif8HVern7/q54fU6x8fsITDlHWfgJiRD32+h2SmxlwewM8VFTMz9MnR/7WOg17PQ9FTwxCBMZ/Vf8OsjsGGm+3zyfdDibFjzl3t2GhzvHCQ/3h0wrMQDZzySP8dPhBwJP/Ii8itQDkjx6XpNYAVOl0cATwEnq2o3X/lbgXuBnjgl+Q14XVXfzUtWjrr++xMw8RXfBw/0zOf3smYqjH8Blv8JeJ3D77KP3TSb1RPctJsD2+Hnh5yeuztQcEfOgR3wy8OB57xGS9i1xmdQ+94j4oFW50Lt1tDqnAI6J6bA1Hecg/PAtsD1VQPyEss6g7P7XQWPMFg7zeWQ2L4c5n/r3h3la8LhPc7hEiy37WXQ/grYPD82TpENs+H7O2DLAvdZEnwGfND7uXYbqNMGjr85dhEHu9fBqAdhyUj32ZMIN/ycY3uOBF0vTHLS9RkpO7nsnUmZIyE9W9fmhGY1aFG7IgdTM5i4fBtJCcK2fanMWrOL9btCO5Q3nNiEB3odzaKNe7MZ4zNW7+CaD6eS6jM4g3/BPX5DMEF48qK2nHlMHWpWTGZmyk5Gzd9EeoaXpZv3MXXV9pBR9i6Nq/H61Z04qmq5sOGXfpmHg4zqpAThtFa1aVarAmf7QuvDcSgtg69nrOPNP5ZldtQFuOP05txzZisSEzwhMlvUrsg/hs5ifJi5vy1rV6RJjQokJ3q4vEsDTju6dliZGV5l/NKtvDVmOdOD5rqe06Yuj194LBt2BUa7W9apyLcz1vHaH8vYdSAt7PWC2/zJDV05KYdQ2F8XbOKOITNJD7q5jWuUp3e7enz01yrS0r0kJXi47bTmLN64l98XbQ4pG45Ej/D0xW25onPDsB39g6kZ/DBnPZ/9tTrTcCuXlMC5besyct5G0jKcoVQ+OYG9h9JDrvvVrd1z/N5M10OJxHiftWYnb/y5nD8Xb8l2rFKZRJ7q05YLOxyFxyPMSNnBjZ9OZ/fBNLo0rsbdZ7Rk3obdoXqXspO+H04hNd3rHE64Z/Des45mwCnN8AiMX7aN1/9YFnZOd4Oq5Xjlyo50bVqdDK/y2A/zGTJ1DR6Bp/q0pXXdytl1PWUnfT+YwuF0b+a75aKOR/Hfi9tRsUzgN3buul28+vvSzMgcAW4+uSl392xJpbJJgNP92wfPYMySrVQqm8inNxwPSKbMTg2r8sA3c/h25vrM6yaIcPUJDbn9tBbUr1ouc//G3Qf5Zvo6Bk9JyXyPeAQeu+BYru/eJNO5cDg9g3uHzWHk3I0kJ3r4Z88WKJLZxhVb9/HEjwsYv2xbiMzLOjfgllOa0aK2m3a6/3A6vy/azMi5G/lzyRbSfQZ5okcYHCYC4uvpa3l4+DzSvYpH3P3wO2IqlE1k0OTV/LEo9LloWrMCN57UlOY1KzB26VYESNl+gPHLtoY4aG86sQkPnNOaskkJmfv2HErj3q/mZDrqEj3ic/R6uK57Y9IyvIxbupXVvuimBIF7zz6aO09vke05ORKN96wd+iY44z1JVdPDlI99hz43Jv4Pfh8IlerDPfOjMwAP7oSPesG2oNCYBsfD+S9DvQ4Bh0H9LrBvC4x7znVaARDo+Wj+DIuZn8OIf0Ce361A4x5Q/zjXAW95dv47wEtHw98fwuF9buQ5a2QBOAfIMRdA20vc6Nm6aQXrdK+d5uRuX+E6vhmprsMNgWkQfiodBXWOhZPvh8bd8ydvxVgYfHFgRO60h+G0f4Uvu2YqfHqeL5ojAW78JX/tjDByobj/yIvIVcAlwEKghU/XB+BG2nv4ylQAtgGdVHWxiEwCPlXV933HbwJu8Rv3uZGjrq+d5r6XDF8H8aqhbh51NKydBp+c43O8Ae2ugD5vQ0JS9rKpB2DoFe47hII5cia84kaF0w44fT3939DtTudIWj3BjfAvGw1/fwz4ntGChNIv+dmFyPu7D9WbQ+//QVI5n7z2MP+bIEdCC2h+BrS7PP/P+qe9ISMwCsAJt7n7tWWRk9moO6ydCmOfd1EOAHh8UTb5dIqs/gvGPuv+4oVqTeGit9z3uXoC1Grt6vb3B5Dq8ynnYWBH1NYlo2D7Slj6c2g0Qx5RXsVd1wubnHT9zT+XRTQa4icpQTJHa3LrZPnJNHabVifdNxL14+wNYQ3B5AQPqRnekH1+G1AVkiMMg/fLbFitHH8u3sIPszdkdu4FOOvYOpx1bB06NarKrgNpjF+6lW37U/l1wabMOe1+8mpjsNHiEaFl7Yqs2LY/02Hhp3XdSlzQ4Sh6HlOb/YfS+XPJFnYfSGfcsi2s3RHqEPEI3JeLzOmrd3DNB1NIy1A8HqFTw6qkeZWVW/ax93CgO5iUIFzRpSF9T2jMwbQMxizeQlqGl9lrdzF11Y6Qa57Xri6vX9Upm4PCf68nLd/G9Z9MI90n86QWNcjwwuJNe7Lds9qVytChYVU8AuWTE9l7KI2lm/exZseBbDKfuLAttSqVCZHZtn5l7hs2h598YdEC3N8r5/thuh5Kbn34wVNS+HDCykxDqVxSAmcdW5vRCzaTlhEwvMFFrXRqVJXBU9aQ7lXOPKYOb17TKcQwC8b/HXZqWJVR8zcyeIpzyB9dtxJ7DqaxcbebjlGtfBLntqvHtzPWOWM/6BqdGlVlz8E0VmzdT5lED69f3YleuYxu+2WmpmfwwYRVHEjNoFnNCtxySjPGL93Kss17Wb41fERJheQELupUn3b1q/DO2BWs2XGAauWT+PymE2hbv0pYWX5dBzKdin7nYJkkDxt2HWT22l3k5Ofq0LAqd5zWnPLJCTzy3XxSdhygUplE3r+uC92bZ59SlJNMcI7MPYfSWLVtf44j6FXKJfHsJe04t627h2+NCYx+33pqM846pk62/CB+mWm+CKOq5ZOy6Xhu1K1cljvPaEHL2hUYPX8zvyzYxMbdh6hcNpHXrupE5XJJ4R0xPplJiSVk5D2HDn0TcjfeY9+hz42MdHitgxtF7fed65xGwroZ8HX/oFE3j29uey6j6WunwWe93Zx4gGu+hlZnR1ffhT+6MF5v0K1rcIILwxz/kjNaPAnQoCus+zu0o5zf0f5Jb8Kv/wndV+ko1+ldPcFnwBLGmVCAkchg49hP+yudQb1/a6DTvWk+TPsADvhGEArS6X73ZNg011f1CIywBd/D19c7A+qB5VA2+0szV4Kfhzy+m+L8Iy8ilYHpOIfbTQR0/TUgWVVvDyo7H3hcVb8Vkd3A2ao61XesCzBGVSvlIGcAMACgd+/enUeMGBG+Qmumwo93wrZlzmF1zTAXNxkpP//LjUZDZM/B2mnwybm+Z1V875HTI5cHMPsL+P62gMxLP3JOsHD88jBMeTvw+eT7nSMwWt45yU3hAcDjDMpT7s9ebtnv8P3tsN/n0U4oA/3zkcNj3Asw5r+Bz11uht4vhy+7YxUMvhR2rHCf8+sUSZnkIqP8DrljL4Y+b0FyhexlxzwL454nswvYqR9c9GZ08sA5CQZdGPruanYarJnsfm8SknN9JxZnXS8Kcht593cOEz0eru3WiMPpbiTEH7YpwNlt6nDPWa3Yeyidfh9NzbOTlRv+UPj0DEUEmtQoz/b9aew+GDqafEH7ejzdpx3Lt+4r0Fzrp35ayEcTV0VUtm39ypx9bF3eHrs84jZmNXYPp2fw5IiFDJ26Jly8YDYaVi/HqS1r8/WMtaRn5E+mf19OHX0hNPIhMUHw+gokR/g95iVTRKhWLolt+8N39D0SqFNeDorg6yYneBiSi9PGdD2UnHR94vJtXPvh1MzPF3eqzyPnH0ONigHnSdem1Vm1bT8vjV7CluAwcRG+GBBdzoqxS7Zwz1ez2RkUJdKvW2MeOrc1FcskZsps36AK01fv5L1xK0KmoTzdpy3XdmscsbzlW/Zx55CZLNm8N2R/heQEzmhdm18XbiY9w4vH45xsCzfuzXaNV6/sSJ9OOUfaButA5bKJvPHncn6csyGkTIIHerWpy3GNqvHSr0syjeBySR72Hs7Ids2XLm/PZZ1zTnwZLLN6hWQ+mLCSYdPXZo6wg3OQXHV8QxpWK89dX8wMiYAA5zxMEGHBxj2IwMAL2nB9jyYRyezQoAqjF2zm6ZELMx0wAGcfW4eLO9XnnmGzSUt39/WoquWy5QcBF9Uz6MauNK4Rps8QRmasdL3IEtb5OvRPEujQZyVFRPwj6w+oqj++og0wJ6jcHN+++JCQCF36w59Pw98f5W28q7rkSr8+6kLlj+oEJ93jRtTzGmVu2NUlrvv+Dti+zGWQjtR4V4W/XnVRAhAYgU5Ihl5Pu2s3PTV0FPfQHjendOH3rmz6YXc80k53+mEXhjzlraCdHuhxF5z1pDOIgkeOK9aGBd/BlHdh3yZA3YhTNDIB0g7ByHtCO79db4XzXnD/V28auF7r852z4s+nnTxvuktWFq1hMf/bIMM9wd3XJnkkzWrTB6af4uTN+8bNe46GZb8GHDnRfjfFi6eAj1R1bZY5WxWBrHGZu4FKQcd3ZzlWUUQk3DQZn0PvfXA/8jnWptEJcN0IePsEd4/nfAEdr4m8Nf7nAHGGal7PQcOuzvHyzQ2wd5N7FqIx3lV9RqMfgZ25dNjbXAzTPwmMTK8cB6f/J7qooY1zAoa7/3lvmsOUl5ZnQpcbXeQQOIfg0tHRP6v7guaIJpaFDlfmXLZ6U+jzjnOKaIa7R3U7RCcPnEPTb7iLB+q1C2+4A7ToCX+9BumHAIXFI+HMJ6BClInKxjwT+u464TY493nLbh9jOjeuxpCbu+U5EjLglOa0ruvmr4YrHw0nt6zFlwO6Z7vGhGVbufmz6ZkGbP8Tm1KlfBKdG1crUAKj89rVY8jUFNLSvSR4PFx5fEO27j3MxOXb2Bc0Un1FlwY8f2l7RIQTW9SMuI1Z61cmMYFLjmvAtzPXZYaf392zBau3H+CnuRtDwkwvPa4+L1zWgQSPcPFx9fMt078v+LupXDaRIVPXMHTampBIgPPa1uX5y9qzdHN0TpFIZB7XqCqP/7iAzyenoDinQe8O9fjHGS3ZuT+V6z+ZlvlMdWuW8zshp+fySEBE7gL6A+2AL1S1fw7l+uOmtAaHXvRW1bG+49V9x8/GRds9rKpD81uvOWt3ZTpxEgRa1K5IjYplgNDv9vgm1endvh43fzadSSv8ieiUv1fvjMp4P+3o2vQ9oTFvjVmeKbNulbKZIe3BMk9uWYsMr2aW9QjZnHl50aJ2Rb6/80SufG9yZgJEAQac0oz/O7NVNuNw6ea9/Ovbucz0Jdz0CNmmBWUlqw68fnUnalYqw8c+56AAt53anAd6tQagU6NqmTKPqVeJYX+v5ZXflrLHNy3EI7B5z+FscnKT+czF7ahaLol3xq7IvFcXdjiKG05sCgTez8c3qcbSzft44ZfFLN4UcFQ8cHarXA33cDLPb1+PupXLcM2HUzPfz7ee2pzOjatRu3LZkOkFoxds4tEf5oeM1l/SqX6uhns4mbGgKLPN59Sh3wYcD8wGauCSWQ0BevmOR9WhzzIal7+adrrOhWkuGeXmJ1bJYUmT5X+4JGZbF7vPXW912aYTy0Quq2FXF1Y/6EKY9r7LWp5UNvdz0lOdMTtrsPt85kBo1ANSJoZ2BBt2De0Ulq0M3e904bEZhwGFo46LrJ7blrsl0jbOcZ17f8aXhGQXGu//TrPKPOkeaHxiIJeASN7GTzD7t7lQ3s3+eakeZ0C1uyznc5qe4owBvzGTmMf9zMrudfDTPe7/HndDuaqRd7A79XPG+6zPozPeM9JcUjI/iREYicUQEekInAl0CnN4H1A5y77KwN4cjlcG9kWS3yJPKteDc553o9k//8uNfFY+Ku/z1s9wS5YlJLs53kefG9lz0LgH9PsB3jsFZg+G1udFHq6/7NeAsR6J46hhVzdyu3ikm8qy/m83Et/jrsjkAfz2uPvb9lI3xzuv571FT+c8TPd5r1f86cL6PeHDELOxbyvMHeb+79DXOUzzuq+NTnDtHH4L7NngnKbNz4jcSbFrjZvLD4H3SCT3deU454TcsgB+uBOu/iLyyI0Ns91of7DMtpcGrm9Ge0yJxCgLPh6LTla4a5zcshZDb4m9wZabg8KFn3tJTvRw5fGNMuejFrSNOcm8okvDzA5wcqKHa05onLn8VDzu68AL23D2sXXo/8nfZHhdp/umk5tRqWzBnSI5ybyoY32GTV+baaT379GUVnWcrzkagzwenflCYgPwNK4/Xi6PspNV9aQcjr0FpAJ1gI7ASBGZo6oL8lOpbs1qUCbJE5HzpHxyIvedfTQzgxx4uZXPidNb1+bDiSsjukY0ZXOiXHICj1/Yhr4+vU5K9HBSy1pA9uepVZ1K/Of8Y0OclPmReX67egz1OQeTEj2c0TqQUC6rzP4nNuXYoypz7YfTMvUxPzJ7HlOHj/25KbJcI1hm16Y12Lr3EK//EXCKKBH+Dmehc5PqYd/PWdt4brt61KpUhqs/mEKGV0kO+g4KHVUt9A2nrAtwIbMAA4HBOZSti3OoVfZ93g10DTreGdgbidzHH39c882w/qqPV1b94+nwx1eMU328iivzeGXVcS/mX5bXq/r2ie46MwblXnbpb6r/a+/KPlVHdcEP0ctbM1X1lbbuGhNfy7v8H0+rPlHDlf9fO9W1f7trjH/J/Y2Eia+5819oqZqRHtk5mxc5eY9XVn2ljersLyKXuWaq6qA+7twvr41Mnqqr2yfnu/OGXOm+m2hIPaD6TEN3/sZ5kZ838n53zrONVUc/mmcbgYFaBLqc1wb8E5d8cpNv24fzxs/EOdX+CipbATgAtPZ9noSbEuM/fiMwJRK5Eem616s65Ap3nwdfHtl3++kFrvyvj+VdNhyT3nLnP99Mde+WvMunp6q+0cWdM+rB6HRMVXXRT+7cJ2qorpse2TnL/3DnPNNQdf/2yGWtmerui/95//2JyM8d8U93zueXRH6On51rVJ9r4s4f+3zk5w292p3zae/o7+vOlEA7p74f2Tnpqarv+N7rX10XvUwfxVXXi2or0O96CWb66h365p/LdPrqHSbzCJVXXHUdZ8B/msvx/sDEHI5VwBnurYL2fQ48l5fc3HQ92u8lFt9jNNeI1XNT2DKL832dvnqHHv3IKG32r5/06EdGHdHvgGh1vagUP8cOfZiydXzGexXf5/h26HNi1UTX6XqxpWra4dBjXq/q290DhvvAaq5jVhBmf+Gu9eYJORsVS38LdRjkZejnxpLRvva1Uk07lHO50Y+EtnP5H/mTl5Gh+moHd52FI3Ivu2aq6nd3qD5dz5V/7zTVPZuil7l7g+rAqs6Q2bc1snMm/M/nZGgembEVjp/u9RlfD0VW/u+PXPkna0bcuS/GP/LlfQ44//YS8A1Qy7ftBi4FygLPB+sycBuwCKgPHOVz+N0WidyIdX33BtVnfUbYrKG5l10xJmDUHsjnSzsjwxmLj1dWHXpV3g6Dqe+7sq91zP7eiZSRD7hrvNpe9eDuvOvnNzAnvJI/eSvHOT17vLJzHuTFpgWu/MBqzkGXH5b534VVInsnLR7l6vffo1R3r8+fzPnDfXpaS3XT/LzLj3vB5/Bsq3pob/5kavHV9aLazHg3SirFVdcjNN734yJplwKPAom+Y52Ag1nK3w+MyOFaA3A5c6b37t07tjfYOOIpCodhPIhW12Owdla+eB9ojhuB7wi8C4wEeonICSJytIh4RKQG8DowVlX9ofKDgHtFpL6IHAXcB3wa9xo37gG1jnHzMhf/FHrsr1eDwrgjnA+dF20ugYp1Xeb2FX9mP56RDqPuJ7A8VEIgYVR+aHkW1Gnr5qLP+SJ8mW3LQhNhQfY1mCPF43HL1YELd80Jf3bw2YMhbb9bgqv/SKiU83qQOVK5nktQ5k1z68HnxYbZvrnyuPm1FfMZHtPpWvd37peBOew5sWoCjHrA/X/Ba0d8GK2qHlDVTf4N56g7pKpbVXUrznD/L7ATOAG4Kuj093BLyM0D5uPeEe/FtIKV68E5vrnao+5zOSPWTgvXEPjjSff/iXdDuXyGPHo8cNHbUKaym4YzrF94eQAHd7ks6OBySCRGv75y5rl128HO1W76h+Yy62De12599cr13Vzs/ND0FDcXHOC729wUm5xQdcku1QtdbnDL2+WHFmf6Vn5Q+PZmN9UlJ1L3u6XZwOUCiGS6RDjaXAzHXeemHH1zE6TlMqdwy2KXkA/ggtehTMX8yTQMwyj+jAfaArVxv/FXA76OTbaprxCa6yYEVX1fVbuoapfOnTvHqbrGkUrnxtW48/QWR+o0lHxTJMZ7bh16oBnwC27e63zgME7x/cS/Qx8OkcCc5b8/Cuxf+qtL2gZurvkZ/ynYOs5+EpPhBJ9xOzlMRuPfHotuHmxeiLj56OCSMnkzQo9npLm5pf6lz2Ihs1NfSK7okjRtmh++zILvAst6IS7RV3L5Asjs5/7O+jx3I2bleJfN2pvmnAwtz8q/zHod3TJeB3c6gy0nFnwPQy5z97jHP6JLonaEoKoDVfXaoM+/q2prVS2nqqep6uqgY6qqD6pqdd/2oM9DGVs6XO1WZEjd75aG/Kx3doN68U9uvnuF2tDt9vDXiZSqDQOG8aIRbnm0cAb8hJfdWvGNT4TW+czXAS5nxmWfQFIFt7TbsOvCy0s7FHBWnf5vtyRcfunxDzj2Irc+++BLYOxz4WUu+805J8tUgdP+nX95AKc8CM17uns2+DJnLIeTOf4ltwpI3XYBB2J+Oec5qNnKOVk/Pd+tZJAVbwb8eJdLztmpX/QrDRiGYRxBqOpKVV2lql5VnYdLTu1PTJRXrhvDMPKgqEbeQwju0KvqF6raVFUrqGo9Vb3OZ+D7yxZOhz4c7a90xmbKRLfu8LZl8O1NgLoRnJPucUsVxWq0tPMNkFTedW43Lwzsn/Oly/DuSYTzX4mdw+DYPlCtCexYCQt/CD02/kU3yl6lIVz7TWxklq0SMFCnhfG/ZKTB8t99H8Qlmssp43WktOoFFWq5pILrpocvs3YafN4HDmxzco+5sGAyRQKj7zM/D19m+e9uacH0Qy6R1dFRrj1u5B8RaNIj8Dn9sDOcvb4sxt4M+OMp9/+pD+acjTwagpMmZhx2y7sdCFqfeMeqQERKr/9Gt5RdOGq2dMkpARb96LK0Lx0dWubvD51RW/tY59AoCCJurfQqDWFXiosg+PR8SJkcKJORFlhi8tQHos/anhWPBy75AMrXcsb0mP/CJ+e5BHN+ti6BSW8AAuf/z60mUhCSK8CJPqfn+hkuEecfT4ZG2Ex9zy3LWakenP10weQZhmEcefgT9IMLo08UkZZBxzvgpsUZhhEBxcJ4P2IoWxnaX+H+n/iqy3p+eI8z7k4Os/5xQSlfHTr2df/7l2NbPxN+vNv9f+4LLhogVg6DhESXTR3cCKTfJ7L2bzdahcDFvozOsZLZ9Vb3d+4w2L899Ni4F2DbUqhQx3XuY+GgSEiCDr7I7FmDwpeZ/JZbfgqcEbIuh7DmaGh/hYtUWPEn7Fobemznahh+K4GVKwXWTCq4TCNyjj7PZ1D7+hdLf4HPL3Lf1ZwvYdsSqNoYjrs+NvKanhwqb/10eKOzW+LNm+HC9zNSof1VbrnJWJAUJM+bDl/2dVnlD+xwIfoTXnLHzhwYeZb43ChTya084ScjFb64Cia96aJQpn/i9Lt6s8B7oKBUqOGWaPTjTYOhVzjny5KfYcgVbl/n66Hh8bGRuW8jgX6pOsfP/9q699eMQS5KCqD3/9xKFYZhGEcgIpIoImWBBCBBRMqKSDYPqIicKyJ1fP+3xs15/wFAVfcDw4EnRaSCiJwIXIRLWmcYRgSY8R4tXXyh83O/dGux127j5kNHs4ZyNHS7HRBn3G6aD19d60bqOvePft3wSOjY14UGb5oLK/5wocTfDXDGbI9/QJOcVv7IJzVbQIuz3IjzzM8C+9f+7TMmBC7/2EU2xCqiodN17u/84XB4X+ixddPdElsARLB8VKSUr+4LfdbQnALrpsOHZwZG+WOVM8GIDv9a7D0fhZ4DoXxNt8TfOz1gtG90uP2V+Z93npu8i9933/fBHfDTP+H1TrDwe/cc9Hw0NvLAyUgs6yI7xOOM2L9ehVfbuxHqgzuhbnuXFyJWtLk4yEkhcGiXG21/5diAUdvputjdV3COssRyvnaKe7dMeMk5DnatdmVaX5DrJaIi874mOOdgtWYu/8iY/8KIf7j7LAlQvoCRBYZhGEXLI7jk0v8CrvX9/4iINBKRfSLSyFeuJzBXRPYDo3DG+jNB17kDt9TcFuAL4HbN5zJxhlEaMeM9WtIOuE6hn9Meim/yoRrN3XrQGanw/mmwZz00PAHOfTE+8pLKQvc73P8TX4VfH3Fh9LXbwBmPxEemf/7v3x+6UNrD+9z8evXGx2FQq5W7h6n7nJHkZ88GNxrpTXMjhj0fic1ovx9/6Pysz11I9sIfXSjx/q3Q7HToNzx2UyCM6GnY1UWUnHwP3DHFOVsO74FDO93xSW/knFyuIPI6XOkM+cs+cU6DXSnuuHrdMxlLedf/6PT4xtFw859ujnjqXrdmObiw8nV/x1imz0lxw89w1RfuWU87AOm+BG/jno/9fc1s569uqxWcCM8Dm+bEQd5/oP8ouHuma3PNlqHlVk+IncxigojcJSLTReSwiHyaS7n+IpLh6+D7t9OCjlcXke9EZL+IpIhIyUv4YRhHOL4prpJlG6iqa1S1oqqu8ZW7X1Xr+Ka/NlPVx1Q1Leg6O1S1j+94I1UdWnStMowjjwJO+CuFBHfAxAPbc8mkHCuan+ESZnl9776T7o3tSFVWutwIE15xbV09wc2tv+R9SCwTH3nNz4AaLV0kw+KfYOVYl4yvTtv4OQw69YO1U90c9E7XukzRX/Z12fabnOwMqYSk2MpsdrpvDvAaeP8Ul9UbXMbq819x8pqfEVuZRv6oWAuuHOzyEPgdPBmpTh/i4VgRgbaXuDDysc8B6qatxFpew66h1+s3HEb8H8z41H32psdfZuvz3Bz/Ke8AGp/7mlXmhW+4RIQZabGLpslNXtNT3KoCn13gk1lio2k24JaN6oUbScuNyaqakyf2Ldzaz3VwK9CMFJE5NhpnGIZhGKHYyHu0NDnZdf4kIT6dwHAc3BX4XzyBUbJ4UbYKHH1u6L60A/GT5/HACb45ryPvd4ZEvB0GbS52yQfXToGtS10egQ0z3bzmyz+LveEOrp1NT3P/+w33Lje6paPiIc8oGCIuyVtiucKbztD8jKAQ7EIy+Dr2Ldw2QiCcvrBkNuwK1//knIGFFdnijzoowdE0qjpcVb8HtudVNidEpAJuOalHVXWfqk4EfgT6xaaWhmEYhlFysJH3aPGHSK6e4DqchdEh8ye3KswRnCoNAv/HYwQwKx2ucnNgD2zz7RA33z5elKnoDIhZn8MnvVzSrqQKcPUXBc96nRvlg9ei9Lj7XNBM4kb8KGx9L4r3S2mSWdgGdFHILL50EpFtwA5ccqpnVTUdaAVkqOrSoLJzgFOLoI6GYRiGUawx4z0/FHaHzD+CU5gd3VbnwOS3XUhrYTgMylSCeu1hzRT3Wb3xdxjU7+KMd/8SXac8AHXaxE8euLn0U99z4cklN5S2ZFEU+l4ajEwzbEsT44G2QArQBvgKSAeeBSoCu7OU3w1UyuliIjIAGADQu3fvOFTXMAzDMIonZrwfKRSJw6CQR8ZO+zcMvtQZ7oVh2B4IjvQUwBtfeeDuY/+fCve+GoZhFCGqujLo4zwReRJ4AGe87wMqZzmlMrA3l+u9D7wPMHDgQM2pnGEYhmGUNMx4N3KmsB0GzU6FG0YVnmHb9GQ3pz49zf0trFFwG3E0DKN0oziPKcBSIFFEWqrqMt++DoAlqzMMwzCMLERlvItIHeBs3A9rVWAXbm7ab6q6KdaVM0ohhWnY+pNY2Sh4NkzXDcPICxFJxPUjEoAEESkLpPvmsgeXOxeYqaqbRaQ18CjwNYCq7heR4cCTInIzLtv8RUCPwmuJYRiGYRwZRJRtXkSOEZFvgIW4DLBJwCbf337AAhH5RkSOjVtNDSMe+NfaNsMdMF03DCMqHgEOAv8CrvX9/4iINPKt5d7IV64nMFdE9gOjgOHAM0HXuQO31NwW4AvgdlsmzjAMwzCyE+nI+6fAi0BfVT2c9aCIJOM85R8B3WNWu2LAyLkbWL5lHye1rEXnxtXyPsEwjmw+pZTqumEY0aGqA4GBORyuGFTufuD+XK6zA+gTw6oZhmEYRokkIuNdVU/I43gqLgTu61hUqrjw+h/LeOU3t3rNO+NWMOTmbnE34Gek7GTKyu10a1bDnAVHOEfid1ladd0wSgs2JcYwSgem64ZRMsk1bF5EEkTkEhHp45vb5t9/efyrVrQs37KPN/5clvk5Nd3LlJXbczmj4MxI2ck1H0zhpdFL6PvBFGak7IyrPCN+zEjZyVXvT3bf5YfF/7sszbpuGKUBmxJjGKUD03XDKNnkNfI+CFiFW4/1XyJyraouB26nBI+8HUhN544hM0jLCKxAIyJ0a1YjrnL/WLSZw+luubLDPmfBkTJiW9yZkbKTicu2Fsr0h0NpGTw5YkHm85N6ZHyXpVLXDaMU8Sk2JcYwSgOfYrpuGCWWvIz3o1S1L4CIfAZ8IiID416rIkRV+c9381m6eR8talekX7fGPP7jAsokeji2XtalaGPH/sPp/DJ/Y6AeQJdCMvaGz1zH1FXbuaJLo0IzMAszpHzaqu1c/cFUMrzKm2OW8+WA7nGTuXbHAW4fMoP56/eE7I+34ycGlDpdN4zShE2JMYzSgem6YZRs8so2X0ZEygCo6irgAlzSmbbxrlhRMXTaGr6btZ5ySQm80/c4ru/RhI4Nq3IgNYMfZq+Pi8z0DC93DZ3Jym0HqFu5DNUqJAGwdV82h2nM+XDCSu4dNoev/l7HNYUUqj906houe2cSLxZCSPmO/ancO2wOGV43Cp6WoXGb/vDbws2c//oE5q/fQ8Pq5Xj43NYIbjHjRtXLx0VmDCl1um4YpRkRua6o62AYRvwxXTeMkkVexvu9QOYQparuxYXa3BvPShUV89bt5okfFwLw3KXtaFmnEgDXdW8MwGeTU1DVHM/PD6rKoz8sYMySrVQrn8QXA7rzz56tAGfkxpMxi7fw7KjFmZ8LY17/n4s389gP8/HfxbQ4yly6eS8XvTWRdTsPhuxvWL1cTOVMW7WdK96bxC2DprPnUDpnHVuHn+46mVtPbc4ZrWuTofDdrHUxlRkHSpWuG0ZpQUSODbO1AW4t6roZhhE7TNcNo3SQa9i8qk4J/iwitVV1CzA4rrUqAsYv2cpdX8wkNcPLtd0acVHH+pnHzmtXj6dHLmLRxj3MSNlJlybVYyb3nXEr+GLaGpITPXx4fRea1qxAjYrJPPfzYiat2M7KrftoVqti3heKkt8Xbub2ITPIUMUj4FUXqt++QZWYy/LzzYx1PPTt3MxRcIhfLoE/Fm3m/76czb7D6bSrX4W7z2jJ638uZd76PSzeuJcLO8RGzrRV27nq/Sn4m3Rd98Y8cWEbRASAK49vyB+Lt/DV32u55eRmmfuLG6VJ1w2jlDEF+AYXBBRM4yKoi2EY8cN03TBKAXmNvGflm7jUooiZvnoH/T+dxp5D6YhA7/b1Qo6XTUrgquMbAjBockqO15mRspM3/1wWcRj4q78v5YVflgDw2pUd6dzYOQUql03igg6uDl9Mi/3o+y/zN3G7LyHfDSc24etbu9OwmhuNXrFlX8zlqSrvjlvB/V+78PU7TmvOI+cfA0DV8kl0bFg1prIe/X4+N302nX2H0+ndvh7Dbu3OWW3q8GjvNgB8N2t9iAMhv6RleHnk+/mZhrtHoE7lsiEG+umta1OzYhlWbN3PzDXFO+N8FkqkrhtGKWQR8ICq3hC84ZaMMgyj5GC6bhilgGiN9+I5bFhARs7bmGmACTAjZVe2Mn27NcYj8PP8jWzZeyjb8UnLt3H5u5N46delXPXeZKav3pGjvPQMLwN/nM+rv7ul6BI9Qu3KZUPKXHOCc5R+M2Mdh9IycrzWjJSdvDVmeUQOgxkpO7n7i1nc6TPcbzm5KY/1PpbOTarzH58xPWhyCt48DNtoZE5fvYPL353Mcz+78PzHLziWB89pzY0nNqVh9XJs25fK+KVb87xOJHi9yh1DZvL5FOdgSfQIN/RoQrnkBACOb1KNRtXLs3H3ISat2FYgWekZXv751WyWbnbODo9AcqInWxRBUoKHSzu7KI4vp60tkMxCpkTqumGUQs7Cre8cgqqeX/hVMQwjjpiuG0YpIFrjPbYTvosJvdsfRZlET44GGED9quU485g6pGVoNiNs76E0HvxmbqYDIM2r/N+Xs1geZhR7/vrd9Hn7Lz6dFBjBV82eRK1Dgyq0OaoyOw+k8cv8TWHrPXnFNq54bzIvjl7C1Xkkmxu9YBNXvjeZH+dsIEOhT8f6/Pu8YzJHic88pg71qpRl5bb9/JWLYfvFNJdsLpK16P9YtJkr3pvMdF+Ze85qxQ0nNgXA4xGu7toIgCF5zO2fuHwbj3w3jxm5OERS050x/XPQvVJVpqwKnCMiXHpcAwC+nZH/OegZXuXeYXMYOXcjlcok8tyl7bjv7KMZcnO3sFnsr+jiojZGztvIvsPp+ZZbyJRIXTeM0oaq7lHVTA+wiNQuyvoYhhEfTNcNo3QQrfFeIuncuBpDb+mWqwEGcF33JgAMmZpCWoZbj33n/lT6fjiVdbtcUjT/cOX6XYc477UJvPb7MlLTvew/nM7TPy3kwjcnMn/9HmpWTCYpQUgQSArjMBARrjnBGbfhEtdleJXHf1yQGf6dmu7lzqEzGTZ9LQdT3bvb61XGLtnCLYOmc9vnM0j3lRWgZZ0KIeHdiQkeru3mS8w3KfzUgN0H03h21CIUZ9kdSvfy1d/h6/b55NXcPmRmSEh5oid0MPfyzg1J9Ah/Lt7Mxt0Hs10H3Jzyfh9NZfDUNVz23uSw0wgOpKZzy6Dp/DhnA2UTPSQneHK8r5cc50bBf1mwib2H0sLKhJyjCzK8yv1fz+HHORuokJzApzd25arjG3Hn6S1yfG6a16pI1ybVOZCawU9zNkQt0zAMI4bYlBjDKB2YrhtGCSSvdd6zUmJDaTs3rpbn2t8ntqhBs1oVWLl1P78t3EyXJtXo9+E0lmzeS6Pq5Xn43Nas3LafdkdVYeS8jXw1fS3/+30pX89Yy56Daew5lI5H4KaTmnLvWa1YvGlvrmudX9SxPs+MXMS01TtYunkvrXzZ71WVJ0YsyAzZFpwxvWn3IR78Zi5P/bSQ4xpVZfbaXew+6EZ6EzzgT5TvogtqZpN35fENee33ZfyxeDNrdxygYZblzR77Yb7LC0BgWHbY9HWke5VHzj+W6hWSmbtuF//5bj7z1u8GnNEekBlqSNeqVIZebeq6e/X3Wv55ZqtsdXr9j+WZ9VaFh4fPY/KK7Tx4ztE0qFaeXQdSufHTv5m5ZhfVKyTz6Q3HZy4HF+6+Nqxenm7NqjNl5Q5GzdvIlcc3yiZzxuodXPn+FNK9SoIIvdrWoVnNipQvk8D4pVuZsnIHZRI9fHZj14jXi7/i+IZMW72Dr6av5aqu2WUOnZrCf76fj6q7Z2cfW5e29StzMC2DLXsP06tNXc48pk5EsmJEidV1wyjlmG4bRunAdN0wSiDRGu+XxaUWRwgiwnXdGjNwxEKeHLEAEWHj7kM0r1WBITd3o26VwLz1U46uRZ9O9bl32OzMpcoEeP6S9lzuS36Xl8OgYplELupUn6FT1zB06hoGXugSrr09dgWDJqeQnOjhkfOPYe+hdDo1rMr6XQcZOm0Ns9bsYtzSbZkyrz6hEfec2Yo1Ow7k6iyoWbEMvdvXY/is9QyemsLD5x6Teez7Wev5YfYGyiUl8OLl7Vm5dT+bdh/km5nrGT5zPb8t2ET9auVZvGkvAPWqlOXxC46lVsUyTFm1I0eZfU9oxMh5G/ly2lruOr0FiQmBYJBFG/cweaVrh0fAIwICP87ZwOgFmzi3bT0mLt/Ktn2p1K9ajkE3daW5LzN/bvf10uMaMGXlDr6ZsS6s8f6/35dlRilkqDJqXvZpC6pElTn+vHZ1GfjjAmat2RXiiAH4Zf5GHv1hQaaTwqsuMuCXBQG5381cz1e3do/YWRADSrWuG0YJxqbEGEbpIKa6LiJ3Af2BdsAXqto/h3LXA3cDLYE9wFDg36qa7js+FugG+OcRrlfVo2NZV8MoyUQVNq+qm2NdARFpKSKHRGRw0L6eIrJYRA6IyBgRaRx0TETkeRHZ7ttekEJcf6t5bWccbtpzmI27D9GkRnmG3do9xHD30715Da46vmGm69MjsGXf4ajkXeMbpR0+cx0HUzMYNn0tL45egojLUH9d9ybceXoLerSoyeVdGvLdHSdyffcmITLrVy1HrUpl6Ny4Wq7h3QDX9WgCwFd/r81MlLd2xwEe/X4+4BLO9W5/FHf3bMkzl7Rn9D9PoV39yuw9nJFpuF/U8Sh+v/dUzmlbj85Nqucqs3vzGjStWYFNew4xZkkgcV1ahpf7hs0hwwu92tThvrOP5qtbuzP2/tO4oMNRHE738v3s9Wzbl4r46tU8wiX1zmtXj/LJCfy9eiert+0POfbL/I1MXB5wfCQlCP17NObes1rRtWm1zPua4Y1uffryyYlc0OEowN1bP5/+tYrbh8wkw6skeASPOJk3ntiErk0D98wbJi9CPImHrhuGYRiGccSyAXga+DiPcuWBfwI1gROAnsD9WcrcpaoVfZsZ7oYRBVHPeReR00Wkqe//eiLymYh8LCJ181mHt4C/g65fExgOPApUB6YDXwWVHwD0AToA7YHewK35lB01c9ftDvl8YYejqFGxTI7lT2pZizJJOc/Bzou29avQoWFV9hxK5z/fzePh4fMAePLCNpzbrl7Ycy7seFS+ZXZsWJUODaqw60AaP87eQHqGl3u+ms3ew+n0alOHK31RA36a1qzAOW3rhjgLWtWpRIUykQV1iAhXd3XXHDo1MNf+rTHLWbhxDw2qleOVKzpmOgAaVCvPG1d3ou8JgRFzj8CyKJa4q1AmkXPausd1+MxA4rqFG/Zwz1duRZV+3Rpzf6+j+XJAdwZe2Ja7e7bkoXOOKdB36V9u8LtZ6zmUlsGzoxYxcMRCVOGBXkczbIDLu/DlgO48dkEbHjrnGMr65OWUSDGexEHXDcMoeiyU1jBKBzHVdVUdrqrfA7mOJKjqO6o6QVVTVXU9MAQ4MZZ1MYzSTLRh8wBvA718/7/s+5sOvA9cGM2FROQq3LIWk4AWvt2XAAtU9WtfmYHANhFpraqLgeuBl1V1ne/4y8AtwLv5aEvUdGtWg7KJHlIzvCQneDj16NyTeXZuXI0hN3fLNVw9L/qe0Ig5a3cxfNZ6AO46vQX9fMnz4iHzuu5NuO/rOXw6aTWb9hxiespO6lQuw3OXtA8bKt6tWU3KJC0nLd2bL6P2ss4NeWn0UsYu3cq6nQfYdSCNN/9cDsCLl3UI6wi45LgGfDtzXQFkNmD4zPV8O3M9/zyzFTsOpHLLoOkcTMvgkk71efKiNtnaWtD72r5BFVrXrcTiTXs5+YUxbN17mESP8Pyl7bm0s8uC37lJ9ZjJiwEx03XDMIoNNiXGMEoHxUXXTwEWZNn3rIg8BywB/qOqY8OdKCIDcIN29O7dO551NIwjhvwY7/VVdY2IJOI69o2BVFw4TcSISGXgSVw4zU1Bh9oAc/wfVHW/iKzw7V+c9bjv/za5yImp4nduXI0ht0RnUEWSDC83GlQtl/l/gginH10rrjLPb1+P/45axMKNe1i4cQ8AL1/ekWoVknOUVRAjs3qFZM5tV5cfZm/g8ykpjFuylXSvcn33xnRvHt4oL6jMbk1rUL9qOdbvOsiE5dt4889lrN91kI4Nq/LMJe1ynM9ekPsqInRvXoPFm/ayda+bPvHv81pnGu6xlhcDYqLrhmEUH2xKjGGUDoqDrovIDUAX4Oag3Q8BC3H9iauAESLSUVVXZD1fVd/HDRgwcOBAy9dhGORvqbg9IlIHOBVYqKr+eOWkKK/zFPCRqq7Nsr8isDvLvt1ApRyO7wYq5jTvXVXfV9Uuqtqlc+fOUVYxPJHMHY8ls9buCop9Cl27PB6UTUrgtFYBB0GCRyiXnJDrOQW9J/65/e+NW8niTXupU6kMD53bOm4yPR7hUt+ycbd8Np2/V++kbuWyvN+vM2WTcm9rQaiQHPCXeQQOpnnjJisGxErXDcMoRtiUGMMoHRSlrotIH+A54FxV3ebfr6pTVXWvqh5W1c+Av4Dz4l0fwygp5Md4fwM3R30Ibr46uLksiyO9gIh0BM4E/hfm8D6gcpZ9lYG9ORyvDOxT1RLrkevWrEaB5lrnh9qVg+bxF0KytK5Nq1O/WiDCYOeBNBZt3JvLGQXn6LrOH5Sa4Qzoe89qSe3K2RMPxpLTW9emTGLRzWOPkgLrumEYxZK3gQzf/y/jHHKKb4QrUkTkLhGZLiKHReTTXMpdLyIzRGSPiKzzJZpNDDo+1pe4dp9vWxJ9kwzDCENMdD1aROQc4APgAlWdl0dxxXJxGEbERB02r6rPi8h3QEZQiMt6QkNi8uI0oAmwxjdgXhFIEJFjcXPXr/cXFJEKQHMC82UW4JLVTfN97kD2uTQliqKY+3zWsXX55K/VpGfkb055tIgIbY+qzHrfsnr+bO7xbOvq7Qcy//cIbN2XGjdZfjo3rsbQKKddFBUx0nXDMIofsZoS488+3Qsol0s5f/bpqUAt4Edc9unngsrcpaofRinfMIzcidn0N981EoEEXJ+9LJDuXwIuqNwZOKf/xao6LcuxqrgM9ONwOXSuxM2J/2e09TGM0kp+5ryjqktz+xwB7wNfBn2+H2fM3+77/KKIXAqMBB4D5vqS1QEMAu4VkVE4b919uBHCEk1hz30uCiNzwMnNGLtka6E5DEKSDxbiKHgRz2OPihjoumEYxQ//lJi2+KbEiEgyUU6JUdXhACLSBcgxeYeqvhP0cb2IDAFOj77ahmFESUx03ccjwONBn68FnhCRj3Fz2I9V1TW41aKqAKOCZrROUNVzfXKfBlrjIgIWA31U1aJtDCNC8mW8FxRVPQBkDnuKyD7gkKpu9X2+FHgTGIzz1F8VdPp7QDPAH4bzoW+fEWMK3WHQpHqhOgzyk3zQyB8iMhiXnLICsAl4wT/KJiI9cWH5jXD63l9VU3zHBDc65x/t/wh4qCRPkzGMQsA/JSaZwIhXYU6JyXf2abAM1IYRBTHTdVUdCAzM4XDFoHI5OuZ8/fzjo5VtGEaAIjHes+J7IQR//h3nlQtXVoEHfZtRwiiKCAMz2guFZ4GbVPWwiLQGxorILCAFGI4zzkfgEll+BXTznTcA6IObHqPAb8BKCmlpSMMoiRTllJiCZp8Gy0BtGJFi098Mo+RRLIx3wzBKNqoaPMqmvq050BlYoKpfA4jIQGCbiLT2TZW5HnhZVdf5jr8M3IIZ74ZRIIpiSkxQ9ukzs2afDir2mYhcjcs+XeKnxBlGvLHpb4ZRssg127yIJIjIJSLSJ0tm2MvjXzXDMAqLwtB1EXlbRA7gwvU2AqOANsAcfxlV3Q+s8O0n63Hf/20Ig4gM8GW+nj5jxoxYVdswjBhg2acNwzAMo+DktVTcIOA4oCMwUURa+PbfnuMZhmEcicRd11X1DqAScDIuVP4wbp7c7ixFd/vKEeb4bqCiBGXBCbr++6raRVW7dO7cOVbVNgwjB0Qk0ZdxOjP7dLDzL6icP/v0peGyT4tIL/+5ItIXNyd+dGG0wTAMwzCOJPIKmz9KVfsCiMhnwCe+sFbDMEoWhaLrqpqBcw5ci3MM7AMqZylWGdjr+z/r8crAPktYZxjFAss+bRiGYRiFSF7GexkRKaOqh1V1lYhcAHyBW3LCMIySQ2HreiJuzvsC3Lx2AESkQtB+fH87AP7Rug5kz1JtGEYUiEgV4G6gE0FZogFU9exIr2PZpw2jeBMrXTcMo/iQl/F+L1ANt7QTqrpXRC4Cro53xQzDKFTipusiUhs4A/gJOAic6bvuNcAk4EXf8pAjgceAub5kdeDC+e8VkVG4ebD3YUmsDKOgfI0Ldf8Op5OGYZRMTNcNo4SRq/GuqlPC7MvArb9uGEYJIc66rrgQ+XdxeTZSgH+q6g8APsP9TZ+sqbilovy8BzQD/AmuPvTtMwwj/3QDaqhqWlFXxDCMuGK6bhgljKiXirMQHMMoHcQwtHYrcGoux3/HzXcNd0yBB32bYRixYSJwDDC3qCtiGEZcMV03jBJGftZ5txAcwygdmK4bRsmkPy553FRgc/ABVX2ySGpkGEY86I/pumGUKPJjvFsIjmGUDkzXDaNk8l+gIbCa0NUcbBUHwyhZmK4bRgkjP8a7heAYRunAdN0wSiZXAa1UdWNRV8QwjLhium4YJYz8GO/9sRAcwygN9Md03TBKIisBi6gxjJKP6bphlDDyY7xbCI5hlA5M1w2jZPI58KOIvEF2x9yfRVMlwzDigOm6YZQw8mO8WwiOYZQOSpWuz0jZyZSV2+nWrAadG1crcfIMI4g7fX+fybJfcUszGoZRMjBdN4wSRn6MdwvBMYzSQanR9dELNnHHkJl4vUqZJA9Dbu6Wq0E9ZvFmfl+0hUs61adzk+pRy5u+egdXfzCFtAwlOdHDF7fkLg9gyJQUlm3ZxwUdjio0Y//v1TuYtmqHOTRKGKratKjrYBhG/DFdN4ySR36MdwvBMYzSQYnX9UNpGbw3biVv/LmMDK+bDXA4zcuUldtyNB6HTl3Dv7+bB8BXf6/lq1u7R2VoLtiwm7u/nEVahpOXmu7lu5nrcr3GwB/n8+mkFCd/2pqIjP1wDJ+5jikrt3Pl8Y3yPP9/vy3htT+WIxCRQyMnIjXIZ6TsdA6NdC9lEj0MyWcbo5EJMGbJFqav3sEZrevkW974JVuZnrKDU4+uHdE1ZqzewZRCdIoYhmEYhlEyyI/xbiE4hlE6KLG6rqr8Mn8TT49cxPpdbgl7j4BXXeMWbNhDhldJ8EjIeT/MXs+jP8zP/JzuVYZNXxuRAbbnUBqv/LqUQZNX482SNWD4zPVc3qUhHRpWzVbPN/5cnmm4gzP2xyzeEpXRt3TzXh77YT5TVu4A4NuZ6/lqQDe65BA18N2sdbz2x3JXB5/MKSu3R21oDp+5jge+mRtRRMOwv9eQmu4F4FC6l0krcnag5MSO/am8M3Y5H01cBUByYu4yh0xJ4T/fu+/zg/Gr+GJA7g6DGSk7mbxiGw2qledQWgYz1+zkr+XbWL/rEABvj12RpzPnjT+W8fJvSwEoWwCnSLSIyN3Ae6p6OJcyZYBbVfX1uFfIMIy4YLpuGCWbqI13C8ExjNJBSdX172au53+/L2XNjgMAtK5biYEXtiEpwcOnk1bx87xNjJq3CWEWL1/RgbJJCagqr/6+jNf+WAZAgkfwehUFRs3byD/OaEGDauXDylNVXvtjGR+MX8n+1Aw8Ajec2IQzWtdm9tpdTF6+nUkrt9Pvo6kMvaUbbetXyTzv+V+W8O64FQiQmCCZo/Xjl27lnrNaZXMuZGX1tv28+vtSfpizAQ1yGGR4lUe+n88Pd51ImcSE0Pszax33DpsDBBwaXoXGNcK3LyterzJ26RY+mriKv5Zvz9x/OC1ng3zS8m18N2t9yL7FG/fkKWtGyk4mLtuKiDBn7S7GLd1KepBnJDenw+QV2xk4YkGgbIaXb2fkHAExY/UOrnx/Ssj1s5LuVZ4dtYivbu2e7bvxet1z4H+GIO8ojxhTF1guIqOAccASYC9QCWgFnAacCwwqjMoYhhE3TNcNowSTn5F3wzCMI5Kf523knmGzMz/fckozHup1NIkJHgA6N67GpK7buHXQDEbO28j2/Ye5+eRmvDR6CYs37cUj8GjvY2lfvwqTV27n90VbmL12FwMGzeDb23tQLjnUEN65P5XbBs9g6io34i0CL1zWnss6NwTg5Ja1uO3U5tw1dCajF2ym74dTGXrLCRxTtzIDRyxg0OQUEj3Cq1d1pF6Vcvy2cBNfTFvD3PW7eenXJTx0Tuuw7fxtwWbeGLOM+et341VIShB6tq7DmCVbSMvw4lVYvGkv1300jff7daFK+SQgYLirwn1ntaJH8xo8/N08lm7ex5t/Lqdn6zrZ2uhn0vJtfPzXKhZu2MOG3W4kukyiJ1OeAr8u2ES/bo2pWj45cN6Kbdz42d+kZihntK5F7Upl+XrGWkbO20SPqSn0PaFxWHljFm/m5kEzMqc7gHOqdGpUlTlrd2U6HbbuPZTt3AnLtnLLoOmkZSgJImT4PBvDZ67jkuPqZ4tI2H84nf98Pz/EcD+6biWu6NKQ8skJPDFiAYfTvCgwPWUntw2ewWtXdaR8svuJPZiawX1fz/Y5hcDjETJ8zp8FG/agqojk7ogpKKr6bxF5BbcE5E1AO6AqsBOYC4wC/q2q23O6hmEYxR/TdcMo2URkvFsIjmGUDkq6rq/ctj/z/wSBquWSMg13Pz2a1+SrW7vT/5NpTFm5IzPUHODhc4/hhhNdQELnJtXp160JF701kYUb9/Dgt3N5/aqOmUbYxGXbuO/r2WzeE7iVHgj5DJCU4OGNq4/jjiEz+X3RZq56bzL1qpZj6eZ9JCd6eKfvcfQ8po6T2bgap7aqzbUfTeWdsSvo0KAK57Stl3mtQ2kZDPxxAV/+vTZz3xlH1+KJi9rSsHr5zLngdSuX5YXRi5m6ageXvzeJT2/oytRV20MM93/0bAnAt7f34MI3/2LxJhd6/+LlHULqr6q8M3Y5L4xemrmvZsVkBpzSjCu7NGL51n18N3MdI+ZuZN76PVz89iQ+vL4LzWtVdIb7p39zKM3LFV0a8Nwl7fF4hM6Nq/HAN3N5/IcFNK1RgR4taobIHL1gE/d8OTvEcD+jdW2ev7Q9tSqVYcbqHbz2x3LGL9vKp5NSEBEeOf9YEjzCmMVbuHXwDFLTvVx1fEMu69yAySu3M23VDiYs28b1H09j0E1d6dzYGfDLNu/ltsEzWLHVPTseceH4z1zcLnPEvFWdSkxZuZ2KZRJ5+dcl/LZwM1e+N4WPru9Chiq3DJrO/PV7qFQmkdev6UTlskl8MS2F72dtYNS8TTz382L+dW7rwjDgtwEv+TbDMEoo8dB1EbkL5xBoB3yhqv1zKXsP8BBQDvgWuN3frxCR6sBHwNnANuBhVR0aq3oaRkkn0pF3C8ExjNJBidb1bs1qUDbJQ1q6l6RED92a1Qhb7tijKjP8jh5c8OZEdu53Cfc94kKrg6lSPon3r+vCxW/9xYg5G2h7VGX6n9iEl0Yv4YMJbt5167qVWLVtP+kZOctMTvTwVt9OXPPBVGak7GTv5n0A/Pvc1pmGu5/uzWvw8LmteXrkIu4bNocWtSvRvFYFRszdyHOjFmWOevvr3LlJdRpWdyHvnRtXyzQ4uzWvQf+Pp7F08z7OeXU8ew6lA6GGO0Clskm83fc4+rz1F1/PWMfxTapzxfEucmDdzgM8/sMC/li8JUTm9T2aMOCU5iEybz+9BTd/Np1FG/dw8Vt/cVHH+nwxbQ3pXg0x3AEu79KQ5Vv38d64ldw+ZCbf33kiTWtWYPeBNJ4YsYDhvhB7f2R6cqKHO09vQa1KZZzMJtUZdFNXfpi9nvu/nsMnf61m4Ybd1KpUlp/nbyTDC/26NeaJC9vg8QhdmlQnPcPLfV/P4YfZG7juo2n85/xjmLRiO78u2ExqhpdWdSpy1+ktWLvzYLZEc8H39cQWNbnx07+Zt3435702gYNpGexPzaBxjfJ8dH0XWtSulHnOOW3qcdvgGbw3fiXJiR7uO/vosM+jYRhGMWAD8DTQC2eUh0VEegH/As7wnfMd8IRvH8BbQCpQB+gIjBSROaq6IPvVDMPISkTGu4XgGEbpoKTreufG1Rhyc7eIMpE3qFaeV6/oyM2DpuP1ao6Gd6s6lXjlyo7c+vkMnvt5Me+NX8GO/WkkeIT/69mSO05rzpx1u/OUWSYxgVNa1mRGyk7AGab7UzPClr3ppKbMXruLn+Zu5LqPpwKwwZc0rXGN8mzcdYgMb+4OivpVy/HNbT246oPJLNq4F4BEj2Qb5QY4pl5lnu7Tlge+mct/vp/H/PW7EYFh09dxMC2D8kkJpGZ4UXX3qUfz7Ndw8rpzz1ez+XXhZj6f4pLwJYhwRZeGmYa7nwd7tWbFlv38vmgzfT+YQpcm1Zm4bBs7DqRSNsnDv85pTdv6VZiaS9b2izrWp3alstz02d9MXbUzc3/v9vV48qI2ISPdiQkeXvZFFfwwewP//i6QmPCUljV5t1/nzDD43GhRuyLf3dGDqz+YwlKfE8Yj8MSFbTINdz9nHluHN67uxF1fzOKNP5cza80u7jmrlWWgNwyj2KGqwwFEpAvQIJei1wMf+Y1xEXkKGAL8S0QqAJcCbVV1HzBRRH4E+hEw7g3DyIWI57xbuJ1hlA5Kuq4Hj5LmxalH1+bLAd3zNLx7tanLFV0aMGz6OnbsT0OAp/u05equjaKSeVLLWrwzbkWekQEiwvOXtmfO2l2s3Xkwc//tpzbj/l6tmb12V0QOiirlkzinTV0Wb9yL4kLgc0rwdnmXhvwyfxN/LN7CoCmB7Pfnt6/H472PZe3Og3nKrFAmkXev7czVH0zJzAMAytRVO7LNM0/wzfU//7UJpOw4wI9zNgDQqk5F3r22M81qVQTIMWO+n+7Na3Dl8Q355K/V7t4Bx9SrFDZE3W/AL928N9OhIcAJzapHZLj7qVGxDOe3q8eyzctQ3zUWbNjDaUfXzlb23Hb1+Mfmvbz6+zImLt/GlJXbo15+0DAMoxjRBvgh6PMcoI6I1AAaARmqujTL8VPDXUhEBgADAHr37h2f2hrGEYYn7yKGYRill86Nq3Hn6S3yNKYaVS+P3xz0iFu2LD+yhtzcjXvPPjrPJcQqlEnknLZ1Mz8nCFQsm0SCb854JHUG5zAok+QhQcjVYQDQvkGVkM+Xdq7PW9ccR+3KZSOW6fEID57TmrKJecusmKWNAlzY4ahMwz1Serc/ijKJHjzi1qzv1ix7ZICfxAQPT1zYhqQEiah8TkRzX5MSPJnPjtfnQDkSEJG7RGS6iBwWkU/zKHuPiGwSkd0i8rEvd4b/WHUR+U5E9otIiohcE/fKG4YRLyoCu4M++/+vFOaY/3glwqCq76tqF1Xt0rlz55hX1DCORIrUeBeRwSKyUUT2iMhSEbnZt7+JiKiI7AvaHg06T0TkeRHZ7ttekHhn+jEMw8iF7s1rRmys5UY0hvc5betRtoAyo3EYnNSyVqYRXDbRwzVdw2eCj0jmLZHJPLtNXcr4DP0ySR66hwnJj0Te0Fu6cV8E8gC6Nq3BlwO6R1w+J5mR3tduzWpkPjvJBXh28kJEXs/y+aYsn7+N8pL+ObAf5yHXPwe2J9AEaIabA+sneA5sX+AdEWkTZV0Mw/ARB12Phn1A5aDP/v/3hjnmP743jvUxjBJFUS8V9yxwk6oeFpHWwFgRmQX4hx2qqmp6mPMGAH2ADrgViH4DVgLvxr/KhmEY2YlmPn1xkxlpWL/fCI5FGwtbZjTTJfJTviDXKMRnpz9wd9DnF3FZn/2cFc3FbA6sYRRb+hNDXY+SBbj++TDf5w7AZlXdLiKHgEQRaamqy4KOW7I6w4iQIjXes2SWVN/WnIDxnhPXAy+r6joAEXkZuAUz3g3DKEJiYfAVd5mloY1FQSG1MWuEWmFFrMVsDizYPFjDiICY67qIJOLshgQgQUTKAulhBtkGAZ+KyBBgI/AI8CmAqu4XkeHAk75o247ARUCPgtbPMEoLEYfNxysER0TeFpEDwGKcko8KOpwiIutE5BMRCY6VbIP7cfczx7cv3PUH+ObkTZ8xY0Z+qmgYpYoiDrczDCN+aB6f40XM5sCCzYM1jAiIh64/AhzERcRc6/v/ERFp5Jve2ghAVX8BXgDGACm+7fGg69yBW2puC/AFbg14G3k3jAiJZs57/yyfX8zyOV8hOKp6B+5H+mRgOHAY2AYcDzQGOvuODwk6LVxHoGK4ee/2I28YUdM/y+eY6LphGEVOooicLiJniMgZYT4nxEmuzYE1jMIl5rquqgNVVbJsA1V1japWVNU1QWVfUdU6qlpZVW9Q1cNBx3aoah9VraCqjVR1aGyabBilg2jC5uMWbqeqGbh5btfiPHCvA9N9hzeLyF3ARhGprKp7CN8R2KeqhTWKYBglmaIKrTUMI75sITS53PYsn7fESa7NgTWMwqWodN0wjDgTjfFeGOF2ibg57znJ9hsR/o7ANN9n+6E3jNhRVKG1hmHEEVVtEsvr2RxYwyiexFrXDcMoPkRjvCeKyOkEDOisn6MKwRGR2sAZwE+4eTNnAlcD14jICcAuYBlQDXgdGKuq/lD5QcC9IjIKZ1jcB7wRjXzDMHIkprpuGEaJ5RFC57JeCzwhIh8DC4FjfSG1v4iIfw5sOeBbss+B/Rg3GrgdmwNrGIZhGGGJxniPdQiOArfjMsR7cAkt/qmqP4jI1cAzQG1gD24puKuDzn0Pt07sPN/nD337DMMoOBZuZxglEBHpDBxW1fm+z7WB/wFtgcnA/b7l2iJCVQcCA3M4XDFL2VeAV3K4zg7c8q+GYcSAWOu6YRjFh4iN91iH4KjqVnJYCkZVv8BloMzpXAUe9G2GYcQQC7czjBLLq8ATwHzf5w+Ao4D3cQ7yF3Cj4IZhHNm8ium6YZRIinSdd8MwDMMwCo1jgAkAIlIVOBdoq6pLReRHYBLWoTeMkoDpumGUUKJZ572ziLQN+lxbRIaIyBwReVdEKuZ2vmEYRwam64ZRYkkEUn3/dwM2qepSAFVdC1QtonoZhhFbTNcNo4QSzTrvrwJ1gz5/ALTCheC0xYXgGIZx5PMqpuuGURJZAFzu+/8q4Hf/ARGpD+wOd5JhGEccpuuGUUKJJmzeQnAMo3Rgum4YJZOHgBEi8i6QAZwUdOxK4K8iqZVhGLHGdN0wSihRLRVHLiE4vk6+YRhHPqbrhlECUdWJItIIF0mzVFX3Bh0eCXxZNDUzDCOWmK4bRsklGuPdH4IzDAvBMYySjOm6YZRAfJ15gK1ANRGpFnT4IJbE1jBKBKbrhlFyiUZ5LQTHMEoHpuuGUTJZDajvfwlzXIGEQquNYRjxYjWm64ZRIolmnXcLwTGMUoDpumGUWOYCZYHPgMHAhqKtjmEYccJ03TBKKNEsFdcIqEYgBKeRf8NCcAyjxBBrXReRMiLykYikiMheEZklIucGHe8pIotF5ICIjBGRxkHHRESeF5Htvu0FEQk3imAYRh6oakfgMqA6MBEYhZsak6yqGaqaUYTVMwwjRpiuG0bJJZql4lYDq3zb6jDbqhjWyzCMomM1sdX1RGAtcCpQBXgUGCYiTUSkJjDct686MB34KujcAUAfoAPQHugN3BqlfMMwfKjqfFV9AGgKvILTqY0iclzR1swwjFhium4YJZNoRtAsBMcwSgcx1XVV3Q8MDNr1k4isAjoDNYAFqvo1gIgMBLaJSGtVXQxcD7ysqut8x18GbgHeLUidDMOgJc6h1h2YBews2uoYhhEnTNcNowQR8ci7heAYRukg3rouInVw8+kXAG2AOUGy9wMrfPvJetz3fxvCICIDRGS6iEyfMWNGQapoGCUSEakuIneKyDTge2AfcIqqnq6qFj1nGCUE03XDKLlEEzZvITiGUUqIl66LSBIwBPjMN7JekexLz+0GKvn+z3p8N1Ax3Lx3VX1fVbuoapfOnTsXpJqGUVLZANyF68zfCUwBWojIGf6tKCtnGEbMMF03jBJKfpPMWQiOYZQOYqbrIuIBPgdScZ0KcKMBlbMUrQzszeF4ZWCfqiqGYUTLJtyUmFt8W1YUaFaoNTIMIx6YrhtGCSVi411EqgNX4+agVsJ1wk9R1TVxqpthGEVAPHTdN1L+EVAHOE9V03yHFvjk+MtVAJr79vuPdwCm+T53CDpmGEYUqGqToq6DYRjxx3TdMEou0Yy8b8Blmf4cF34DLgSnhb+Aqv4Zw7oZhlE0xEPX3wGOAc5U1YNB+78DXhSRS3FryD8GzPWF1AMMAu4VkVG4kYL7gDeilG0YRh6ISHvgUVW9vKjrYhhG/DBdN4wjm2iMdwvBMYzSQUx13bdu+63AYWBT0HT1W1V1iM9wfxOX2X4qLjmen/d8sub5Pn/o22cYRpSISHngYaAjsAy3CkRN4GXgLNwKE4ZhHOHEQ9d9UXkfAWcD24CHVXVomHLvAtcG7UoCUlW1ku/4WKAbkO47vl5Vj462PiGsnQarJ0CTk6Fh19hcIyMN9m+DFWNg42w45gJoenKBqpmnTMOIgIiNdwvBMYzSQax1XVVTgGwJ5oKO/w60zuGYAg/6NsMwCsZbQCdgNHAu0A6ne58Bt6jqtmgvWKw79IZReom5rvuumYqb/tYRGCkic1Q1ZCqbqt4G3Ob/LCKfAt4s17pLVT/MRx2ys3YafHwOaAZ4EuG0f8GxfaB6M1g/I2/jWBVmfwEj/gHedEAguQKk7gstN+09qFAH6raBGi0hIQkO7oKjz4WjzwNPVDnAYfVf8PlFkJEOngQ4/mao2RISysDu9bB7LbTo6a6dVDbQ1lg7KeJNUTgoSrhTJL8J60KwEBzDKB2YrhvGEU0voKOqbhGRN4A1wKmqOqEA1yyeHXrDKN3EVNd9+WguBdqq6j5gooj8CPQD/hXBeb3zIzciVk1whjs44/vPp92WkOxGz1GfUf8wtDrHGfWb5sG8r+HwHlj3N+xYGXRBdYa7eCCxHKTtDxzavxlWbIYVQTMHZw92BnetVlCjBSRVcNdofxU0OyV7ffdvh+kfw1+v+urnq/fUd7OXnT3Y/a1YB8pWhe3LQb2QkAi9X3VOii0LIzNUvV6Y/Bb8/njA0dFzILS5CPZshJSJ2a9RUCM4ZQoMugAyUp28Xs9Ah6ugbJWczymozNUTYVAfd089iXDy/dDkRKhUF3avgzWToE47qNYEDu2CQ7thw2zYthRqtXbfoXhg50rYmQKd+kHj7tHXI45Ek7DOwu0MoxRgum4YJZaKqroFQFXXici+ghjuxbpDbxilm5jqOtAKyFDVpUH75uBWo8mNS4GtwPgs+58VkeeAJcB/VHVsuJNFZAAwAKB37xxeF01OgsQykJ7mRr/rd3Yj13vWBcp40+HPp9wWjrJV4fBeQN2I+hVD3Kj3+unw2YXO+ExIgovegeRy8PeHsPz3wPkZh51DYNO8wL7ZQ6Bue2jdGyrWgi2LYdcaWDkG0g/5W+j+eBJcuXLVYMNM2Dgn+C7Avs1uy5SXBj/c6TY/niS46C1ofwUEr6abdgjmfuUM921LQu/Jb4+4LVhW5fru/EN74PDuwP5mp0KDrlCjubvm3o3uHoUzsFVh6WgYcbe7d355Pz/othotoWoj147yNSCpnDOid6+DTXPd9yAeaNkL6raFCrWdo+XQHjimd3iZqQdg5mfw53/B63eKpMG4Z2Fc9uJhWfRj9n2zh8Kp/4JTH3DfUzgO7IAp78DWxc5R0Lynu4/J5eMSBRDNyHs8QnAMwyh+mK4bRskkUUROJ2gaS9bPUSajLL4desMo3cRa1ysCu7Ps241bkSY3rgcGZVne9SFgIS5i5ypghIh0VNUVWU9W1feB9wEGDhwYfonYRifA9T9lN5CW/w5fXO0LS/dA/S5wYJsbZVd/0I/Acf3cKHa4EPuGXeH6H7PvL1/Dhb1npLoR/qsGQ5kqMPlNWPgDLjUQzhDdNDd7nVv2gm63Q1L57CPea6cFOQySod93ULWhM4Z/eci1R8QZv7vWBkUdpMF3A+D3gdD8DHdOymQ3X//QLl+9a7r/vRnuntRu60bzM6MLNNTpEfgmYOVYtwUz7nlodym0uwIadXMOipmDYN102LY4qKA4Y7xGC9i5CrYvc1tuqBeW/uy2YCa97qYStL8Ckiu6yIn9W919P+DvngY5RRr3cE6CLYvhUNBqxxVqu2kK+7e6UXf/eXXauPZu9gePqXMALBgOpz4IbS5x9+7wPlgyCuZ94541//cQ7ABIrgipvnubWNY9SzEw4KMx3uMRbmcYRvHDdN0wSiZbgI+DPm/P8jnaxLPFt0NvGKWbWOv6PqByln2Vgb05nSAiDXGOvJDEt6o6NejjZyJyNXAeBVlJpmHX7EZRizOh/8jshnfKJPj8YmfQJSS7sGhPQvhr5HTtnIx67nRGtn+k/pQHnYG3frrvuEC3O+CcZwLXanRCZNc+/iao2y50f8pkN28+Pc0Z9GUrw94NgXB7P9Wbu1wAbS6GDbNCr7F2GnzmD21Pgj5vu/1bFsGw69x98iTCiXe7EfUlo1yoPgDqjNd53xDwC/leyWWrwqkPuTqvmxaQl54Kox+Gvz/ylRU3mt7uCjea/+ujzhHhSYQTbnXTEJb/5pwr/usvGem2rBzVyd3z8jXydopcNSSo/UH7e//PlffvEw+Ur+6iFr69Cf540uVE2L48EFWQNa1T2aqQdiA0b0JGqrvvhWy8xzoExzCM4onpumGUQOKQeLZ4d+h/fhj2rIVjLoK2l+aeUCp1PywcARtnQcMTXAcrsSxsmu9Gdpqdmnen6/BemDsMti1zc1Ebd8u9fE7hlNGEWa6Z6ubf5hS+mpvMBse7Ou/dBKvGw571LvlWXteJNgw0XPk1U53MSO4rwIqxkX8POdVvzVQ3H7ZpHvVO3Q/rZ8KyX12obrvLXWh2fmQWUeKsOOj6UtxofktV9Q+ZdgAW5HLOdcAkVV2ZSxnItODiQDjDu3EPuH5Ewb+XSI36pieHGodt+uTv2uH2N+4eGnXQ4HjYPB9+exxW/OHKiAc69nUj1eGu0bBr+PtRtVH4/a16BdrjSXDv1h0rnX4GRzR0ux263+E+BmfpT0yG9lfCrCGBe9Lj7sD1j+qUXWaLnkEyE6Hj1e6dsGt14Lod+7ppA/4pA5E6RXLaH7yvXkeYM9SF5O9KCVyz9rHQ5UZ3r4ZdH2hP369dpMfy3+Crfm7KQEKyu1YMiMZ4j3UIjmEYxRPTdcMwIqH4dujXTIWpb7v/F41wcy/9RnlyJdg0xyWZOrTLjSIFJ6wKlzhqzH+h6SmuE1r7WDcatXaam6t5YBus/Ru2BDV76juu89bybGh4vAt1XfEHVKjlq98UWPG7G8kCKFfddUrTDwfmmYoHOlwDLc90Mg9sd6N6Zau6MNcVYwIjeuOeh5ZnOadBkxNh72Y38tT4JNex3LIAlvziEmVphru1CWUg4xAhTPyfM+DbXupCercugjrtneNj42xY/iek/EXmnNSut0LHa6BOW1cXf2e3Rgs3/3fxSDc/WDNcp7rSUc5hcHhP4L626uVkNjjezWlNmQTVmkL6QVg71YXq+jvMY59xneVO17r5xP5Q50bdXRKshT/ChJdcZ1k8LjmZN90lCUv1+5TEGeMNjg/M3109ETTdJajavCAQAgsw41PXeW/d243A7dkAVRq4629d4uq4fgaZI47la0HZSi40edca371KcPVucpJr/87V7tnIamAUU1R1v4gMB54UkZtxOXEuAnrkctp1wPPBO0SkKnACbhZyOnAlcArwz5hXOjdyMo7jce0cR+njJK9uOzfKnjIpYEzmtcRdLKIOVo6DIZcHDNXmZ+QuL6d7EqnMzIgBXwRF5/6hc/1j0c7gfZ37w74tMOYZMnW63WXQ1eeHDteeVr2gf5gpHQVEQqPWcikosprMN1NYVFWjWuddRAYDPYEKuLWlX/BnmhWRnri5t41waz/39y05hbiFop8DbvZd6iPgIc2jMQMHDtSBAwdGU0XDOCIQkSdUdWCMrrWaGOt6YWO6bpRUYqnrsUBEvsS9L/wd+lFAj6zZ5oPKLwGeV9WPg/ZVJXuH/n3gOFVdEu46fnLU9XEvBDpZETXEEzRqhDPwvenOgIyUrNcoUoSI2p5Yzi1DdXBn3mVzI7kCpB30tT9C2QUlRGYMkQTnZNm3KbbXzYonEW74OccOfTHU9eq40PuzcGH4/1LVoSLSCDfl5VhVXeMr2x34HairqnuDrlEL945oDWQAi3Er2PyWl3z7XY+S0rBEW1HIC46iiNEc9mh1vajXeX8WuElVD4tIa2CsiMwCUoDhuM7ACOAp4CvcGrDgEtX0wXn4FfgNWAmEcZcbhhENcdJ1wzBKJnfgOvRbcB3621V1QS4d+gbA11mukQQ8TWiHvk9ehnuuNDsNJrwS6GRd9pEzxqe8A2sm+wqJC2E95QG3XvPgS4OSRA13RYJDNXvc5UbGF49yywj5aXGmW47Im+5GnvzzXU++zxnFC793o7V+GnVzUQBT3nGjswlJcNnHLkv2xjm+eaa+kNQ2l7gszGsmu79+GvdwGY3HvxiYk9rlBpfAasUfQdmscZm4j+oMFWq40Xf1ybz6S2h2ugt3DW5np2vdaPeOoHQDVRpC6/OhTCWXMCrDN7Ld7DQ3+rx7TdDNVzd39qiObomrpaN9S1MlQZ+3oEzl0Lm0XW5wI1rL/wjKbo1btqnTtc6R8stDvvIe1+4ti0LDVwHKVoM6x7qRcK9vOa3zX4bGJ8L2FTCsX0DmSfe4cxb/5MKM/c/DcdfBOc+60ffgLOOnPODu3fq/A/LqtnNziMUDY5919yQhCS75wEVKrJ8OP97t5u+KL5v4loWBjN/ejJjNgS0MVHUHru+ddf8aXP6L4H2TcQNzWctuBY6PUxWNYOIZXVBcZBaFvHhGUURITNZ5zy9ZPPPq25oDnYEFqvo1gIgMBLaJSGtVXYxLdvOyqq7zHX8ZN3/OjHfDMAzDKCSKbYc+p05WpXqhIyfd7vBlFybveY/+fcdeFHqNUx/KvXybi0PLn/WUO9a6d5j61Q0/zzRriOiZT/jm054SJiHXFBh0oTMaE5Lhuh8D4dnhRqpyDEkNqvNlHwfKtzw7+zUW/gjf3ggZGZCYBP1+CKyNHE5mJG288I3AsTrHhpH5A3x7cyBMt++wQN2zlq3RPLzM4Lm0Cck+Z0GFHOYunxJa9vxXAtdpfGL2a9ds4cL2c7uvMZoDaxhGIVEUTpEsRBw2H7cKiLwN9AfKAbNwc1/+CySr6u1B5eYDj6vqtyKyGzjbn+BGRLoAY1Q1W4bbLEvKdB4xYkR0FZw8GcaOhdNOg+7do26fYRQGxS28rqix8DqjpGK6Hkq+dD0WoZaxSNoWT5mloY1FIbMQ5Zmuh2K/60ZJJW5h8/FCVe8QkX8A3YHTgMM4b/3WLEWDl5/JujzNbqCiiEjWee8FWlLm3XfhDl+mxLJl4Y8/zIA3IsccP4ZhGMWPWIycRHuNwpZZGtpYFDKLoo2GYRhB5LJuSuGhqhmqOhE3F+528l5+JuvxysC+vBLWRcXIkfCPf7hMsKqQmuoMsXgzYQI89JAz/IwjE68X3n4bTj4Z/v1v6Nkz/9/npEnwzDP2PBiGYRiGYRhGKafIR96zkIib874AN68dABGpELQf398OwDTf57yWpomOwYOhf383dytQCTeCGk+++AL69nXOgldfdc6CwhixLYoR4kmTnMzTTy8cmUOGwLBhcPfdzpjOL4MHw7RpcM45bvN4AvevRQuYNw8+/xxWrw6cc/hw/r7LyZPd/UlNhTJlYMwYG8E3DMMwDMMwjFJKkRnvIlIbOAP4CTgInAlcDVwDTAJeFJFLgZHAY8BcX7I6gEHAvSIyCpfk7j7gjZhU7LXX4J//dP8//DAccwxcd50z3hs3jomIbHi9Tu4DDwTWfE1NhT//jL+xNnYsnH02pKcXztQAr9fd1xdecPe0IDLHj3cG7dlnhz8/IwNGjICnn4YZM9y+kSNddEN+5D33nKs7wBtvQEIC1KwJW7e6dgVTuzZs3+7qoAonnhi9vN9+c88BQFpa4TlzDMMwDMMwDMModhRl2LziQuTXATuBl4B/quoPvsyzl+IS1+3Erf96VdC57+GWkJsHzMcZ+O8VqDaTJsEZZwQM95decuHK/frBJZc44+nFF/N37cmT4dlnw4c+p6S4keB773WGXkJC4Njhw/mTFyk//RRom2pghDheLF/u7vELL7jPBZmOMHq0ixQYONAZxmec4Yz0n35yEQznngsNGsDFFwcMdwgY9NGyf7/7DoPJyIDNm0MN906dnDNi40YYN84Z8aqwYgVREzx6X6ZM/CM/DMMwDMMwDMMothTZyLvPQD81l+O/49Z8DXdMgQd9W8GZONEZRv4w+UcegfvuCxx/7DEYPtwlsHvoIahbN/JrjxvnjPOMDBdifd550LEjHHUULFoE773nDNjateGDD6BWLXjlFfjmG/j6a3j88VCDPhJU4a23YOlSuOwyOOWU0OMrV8L//Z8zdLOel9+R3dGjXWj6eefB5ZeH1jkjA/73P3j0UTh0CKpVg927A0ZvtEapqvt+/FEKqm4EfsyY7GXr13f34P334eBBty8lJXu5vHjqKdizx0ULeDyQnAyjRsG2bXDttc4BUqaMu+/+e3jiifDyy84B9OyzLoIj0u9y+XIYOtT9P2CAm8Zho+6GYRiGYRiGUWopbnPei4ZvvgkY7h4PlC8ferxDB+jTB77/3o2+v/xy5Nf+978D1/Z6ncGc1WhOSIBPPnGGLzijbfp0WLzYOQ0uvzy69tx8M3z8sfv/jTegZUtnSFapAnPnOmdFWhpUquSM0o4d4cor3SjyjBnRG9O//+5GulXdfO/rr4f27d1WoYJrw/r1rmy/fs6QnzABLr3U3ZNataKT9+67sMCX4iAhARIT4cEH3ej4Dz8ERrk9HrdawL//7do3eLBLJPfjj7Bzp3MiRMKiRe47F3EOli1bQvMD1K+fc86Aq65yzp9ly+Dbb+GKK/KWp+qcK4cPO4P/vYIFlRiGYRiGYRiGUQJQ1VKzPf744xqWSZNUk5NVPR7VcuXc56zMmOHyzpcrp7p5c/jrZGXECH+uenft5GTVBx9Ufewx1eOPDxxLSFB95pnQc995xx1r317V641MXlaZuW29eqlu2BA4b+RIt79qVdXt2yOXl56u2rp13vJEVF96KfTcm25yx266KXJ5c+aolinjznv6aXffgr+vSZPcd5SQEP67POssd+6TT0Ymz+tV7dnTnXPLLZHXM5h333Xnd+gQ2Xf5ww+ufOXKqps2RSQCGKjFQMeKy5ajrhvGEY7puum6UTowXTddN0oH0ep6sVgqrsjp3t2NnD79dM7J0447Di64wIVev/RS3tdcv96FOgPceae79tix8Pzz8MQTLkFduXJu5Dg5Oftod//+LrR+7tzsI/U5sWKFG9kGSEpy1y5Xzo3cXnihGzkGNyJ96qlQr17g3HPPdZnNd+3KPrc7Nx54wEUIQEDe6NEumdwFF4TK9Cdf8/PQQ27/oEGwdm3esvbvdyPohw+7UPL//MclkAv+vrp3d9/hU0+F/y79Cedee81dLy+GDXPXqV7d5UDID9df7+71nDku1D43DhxwGfHBPTN16uRPpmEYxZfc8qAYhmEYhmHkgIXN++nePe85xY895pKdvfWWM1pzCvfOyHBLvm3fDr16weuvOyM1q7w//sg53LpsWSfjnnvgv/+F3r0DhnA4Dhxwyed27YKLLnLnjh8fuHa7doHs5eGcBSIukdzxx7v63nknNGmS+/147z0XAp+U5Ja22707tC2JiS6kPieZLVu6MPIvv3QOkddey13eP/7hHAVt2ji5OZHbd3naadCtG0yZ4kLg/QkKw7F3r0skCC7TfM2audcvJ8qWhfvvd/P0//tfNz0ip+/yuefcnPz27eH22/Mnzyg6xo93U0LOOCP2OQr8SxKecopLjHjwoMshMWWKm9rRs2f8ZAbrdTyXlvzzTze9pUsXOOkkN9WnShU3TSb4fRZLvvnGTWk5+mi3okhqqtuWLXOJJ087zelsgwZuOlNB2z56tHuf+xOUXnGFW2ZyyxZYs8ZNk/I7fg3DMAzDMIKJZpj+SN9iEnJz3nmqoPqvf+Vc5oknXJm6dSMPsQ/Hvn2qNWu6a/32W87lvF7Vvn1duVatVHftCl9u0qTsYeZZufpqd51rr829br/+6kLTQfWTT3Iul5fMOXM0oukIgwcHys2fn3vd8sIfll6/vurhwzmXu+8+V65rV9WMjILJ3LtXtXp1d70xY8KXWbYsMCVgwoSoLo+F10Wu6yNHuukrX32lOneu6rRpquPHq77+uuojj+SuH34++UT19NNVe/dWPeccN72lShUNmSZy6qmq//mPe3Y//lj13ntVhw1z3/Py5apff636739HJm/QIHfN3KameDyqt96q+tdfquPG5a3reTFwYOj1a9VyOuOvR0KC6kMPuSlFhw9H9n7JjeHDI2vjgAGqo0e76T0FlfnUU7nLyzr1J7jt/fqpvv226k8/ue9n4MC867FyZeCdntOWlJTrdUzXo9B1wziCMV03XTdKB9HqepErY2FuMVH8KVPcbUtOVv388+xzmMePdx1MkdwN7kh55hkn79RTcy7zxhuuTIUKBTdsV650nUcR1Zkzw5cZOjRgZObmxIiUCy7I/VpffeXuN6h+8EHB5WVkqLZt66734Yfhy3z+eaCj/vffBZep6ubZg+qZZ2Y/5vWqdu/ujp97btSXth/5CHV90iTN00hLSnLGbzi2b1ft0yfva0SzeTzOqA+H16v62msBR5l/S0xUrVZNtVKl3K+dkOCepzvucA6Lm29WveIK957KibQ01Xvuia4NiYmhhu2VVzpHyHPPOafF3XfnbtjOn+9yPARfs3Zt1QYNArqfk0Htv4dnneUM+3vvdfkp7r8/Z5ler8vBkfVaxx3nrtGtW6gjIWvdcnt2xo4NL/Pvv1Xr1AnI8nhc+dtvd3k1gtuSNQdKEKbrEep6vCmo4+hIkWkUGabrMdD1WOhMtNcoCplGZBTT97YZ77FW/KxMmuQ6V/7OWpUqqhdeqPrCC27kzt/Je/jhgstSVd292yWRg/Cjse++G6jPl1/GRqa/437WWaH7161zUQXBnfSJEwsuz+8QqVRJdceOwP5Dh1TvvDNwrxMS3KhiLPCP5Lds6ZLu+fF63T31tzExMXZKvmNHwNi69VbVjz5S/d//VC+5xBli/naWLRu1TPuRj1DX/c4w/1anjmqXLqqNG4fur15d9fvvA865jAw32p511NTjUb3uOjf6PGJEIFlimTJuJPaRR1TbtAk9p1q10O/b/2w/9JDqnj2Bum7Zonr++aFlsiZiDE7QmJysevHFboQ8LyNTxI06Z40o2bpV9YwzAvKSktzfsmXdyPiXX7q2+Q3Ps85y0T6RGLYJCW6UOit//RW4Hx5P3m28/HLn6EpMzFtmYqIbpQ8mPV31H/8IlPG3MSeZ/v3jxrn74E8+esstbmvZMlRmzZrZHbcjRqiWL++O9+zpIpeCf8zzSrQZhOl6hLqeE16vc87edZf7XoLf/+E6WcH7Dh50jqZnnw04uSN5X2dkOAfdww+H/o7n1KkL3r9tm/v7yCPuec4tsW4kRCIzeN9//xufjm409Ygn27e7QYGHHopMZizq/dtvrg/w3Xe5FjNdL4Cup6ervvhiwPGdmOh+k2fPVj1wIHdd/+sv1VWr3G/eDTcE+tjJyblHRR486GQkJLh3Q1KS6ptvqm7c6K6Z23MzYYLqokVucOyaawKDgJG8X2LhXBg/XvXxx+PjoIiVrhfk3bB5s3tv+wcaCnJfI63H+vXuniYk5PneNuM9VoqfE888k30ULNxIWm4jW9Hy2GPuug0auFDNfv1UTzvNhbAGd1Jj9WO3bVsgBPi009zIXbNm2dsZLkt+fvFndH/qKde5GjZMtWnT+MlLSwtc/6uvnJPkrbdU27WLn0xVNx0hEiMnSpn2Ix+hrudkJPn3+38w/d9Fz55u9DjYuO/Y0b34wxlaOXUIssoM3hf8Pqlb14XS9+8fmGZRrZrqt99G/kMyaVKokfmf/7jonF69soeld+7sDElVF2njb2edOq4zkZcx4+e330KN+jvvdJ2Yk08OlVemjOrLLwemq/z0k7sP4JygY8ZE/mM5fnxAZnKy+5F89133vgqWWb6860ClprpO28UXa2ZHbOjQ6I2ZnL7frM/OVVe5KTp9+gT2X3ddzlN1IuwQmK5HqOvBZGS4zvO99zody+rIqlfPOaH8nXSPxz27J58c2JfblI42bZwjIDU1IPPwYdVffnFGml+Xgx14zZoFrp2Q4KbhXHKJ6imnhA4Q5LSdd57qzp3h23vwoNOFyy5zETevvureYzfdFOi8Jia6aT/XXON+54PbWb9+qIPR41F94IHQFWqysnOn+w3t29cZ/F995fTr88+d4+HCC9174fHH3fQ8/3vP41Ht1Mm9ixo0CMhMSHDXCXboB5OWprp0qeorr6hef71zhP/xh4t8efdd1dtuc/X5/XfVUaOcLv73vy7S75JLXJv9kTDBz8KVV7rvLdjA++kn1Z9/dt9lcL27dlW96CLnxPQbbImJ7jkbOtQ5Dj/4wL0L+vd39yD4+bMpMrHX9ZQU94w1bJi7/gRHOrVr56KuItG7KlXcSkcbNwZkzp7tnIFZnfI52QcdO7pn5sQT87YnwK1OtWxZ9ramprqpW35HdkKC0+m77nL6euONzhl/zTUu+q5/f/c5WNdr1gxE0vr33XGHm9oXjhUr3LX99fZH2j3zjItkffZZ97w/+KD7/9prQ3WmTRvVY44JHQhJSHCOzbVrs8vbudPp73XXBeqdmOjeJV984Vbm8uvb7NluGuTEia7Pc8klbgAkq4PdvzVr5vRzx46Arv/wg7tW8O+2X1crVAg44f3t6dPHOYmGD3cDPFdd5d4J4QY1cunbm/FeUMXPi6wd8WHDVD/7LO+l3wrCzz/nrdyxlnnHHdllVKqkesIJ4UeqCsoffzgZlSurNmoUkNm0qXuxxFqeamA5vooVnbHjl1m1qns5xEPmv/8dek87d3bzob/6KuKRt3DYj3wUup6XsTZ+vAtVD/dD/PjjzrkUC49x8L6pU12odlZ5HTuqrlkTmYxI5PmfsaQk1Ro1AnLatQt0AE44wUXZxFpmcMfo6KNdR8L/43jjja4zHk+ZjRsHHJ5Vq+Yc3p4f/PXw5xrwOySCtxtuiG7ZzxwwXY9Q19PTndOmW7e88wxEuomotmiRc+RHnTpuWkr79qGdvIJsSUnOuO3ZM7vMChWcM+q229y0rP/7P2dQRmIQ5Lf93bu7/kG/fm6KyaWXZne0x3LzG8nXX+8MjzPOcNPecptOE+39zWl/JMZcQdtmU2Qi3nLU9bQ0ZyhmNZjq1w98j4mJzjF29NF551bx69bZZzvjMzk5NOcJBK4XPIgG7vr+qJyEBPesBvcvc9v8kbw33pj9+fZ43LvljTecwXjKKZFP58rv1qmTc1hdc417zzRvHl95oHrssa6dJ5zg5EXyXUWylS/v+tvh3ttZ+wqx2ipWdL8/EdhMZrznssVsblyko2ux4plnQj1ll17qRrqGDo2fTP/8bP9L4667AuGF8Qhr83qzhxc/+KB7KccrjG7MmFB5HTs6T14skm/lhH9UNNJR2wixH/k46Pq2baEGdawdZFnJyHA/Wn55Is7DH0uCn7H9+12Hp0KF0DbG0qjNKnPkyOwdrMTE2E2HySrzr7+cRzy4gyWiOmRIbOVlZdUqN7oQ/A6N0bNjuh6hrvsdwv6tdm3Vf/7TjcoG/26OG+ccZB984DrM/kiOZ591m39f2bKhEXXBIzXPPafaunWoPHAjO489pvrpp6Eyf/zRjdIER448/bRLYvnMM6Eyg3Vj0iRX7rnnAtFqeW1+g/vBB50DyW9YJCW5PDODBrmIN7/MMmXc9JjgaUBJSW6UMHiELlwHOPhz27ZuRK5Dh9C6nHGGGzXzG1XJyW7K4bRp7vfX//uYlOR+k3MyriE0Saj/fjdpkn1fr16h34+Icx6uXu1G6YKnO/Xr50Zhs8pq0sS9n4Pv0yuvuPfLwIGB+5qY6AydK64INXZE3KjckCE2RSbWuj52bOh3deaZTv8zMsL3q/xToPzf+TvvuGfQr4/h9O6ZZ9yzMnq0+36zGnuXXqo6a1Zoeb/Mv/4Klffmmy6644UXQnU9XH/wiy9cxExOetCoUWA6TXKym/7x2muhkXYiLuLk449d3z74GR4+3NkTwVPTzjor53w6Vau6KKFg/b3zTjcaH6w3Ii5y6dZbQ8u+956bevT999nfLxUrhn+v9OjhInr89U5KcvqV1WaoW9dNgwweAPR4nLPRHxXlv6+//OKmrp55ZnYHQatWziEaPHA4ZoxLPD16dOC7TE52DtN//CO0XyPizs8qM4a6XuTKWJhb3BPbxNPgy+llXxQy48Vtt4UqbDwNJdVQp0hhyPMTh+/MfuTjpOuFrQdFoXePPBKaxyLeenD4cGhoe2HIfOqpwm2jqvvu4hA1ZLoeoa4/80zod/7f/waOFXSqRDi8Xpd8MKfnLJprRyrz//4vtON55pmuIx7cGY+0zxBJ/fbudaNwwZ3Uyy5zq3aMH5/7lKRw+yOpx969LmQ2OMz5jjtcfpC8piRFUo+c6vLTT+H1N9r7F03bs2C6nk9dj+T9XhBdV3WOr2hkFlTX161TPekkDTFKH3gg97ZE87xn3XfwoHNkBev67bfnPohXUF0/fNjlkQnW9SeeyLl8fnQ9HCNGOEM8HroeIWa850fxjwTiZaQXJ5mlwVCKE/YjH0ddLwo9KMl6VxQyi0rXS4GjDqgOfAfsB1KAa3Io1x/IAPYFbadFe52sW9T5LeJJcXqui9NgQkHrUlBDJL/1iMU9LMA1ipuuF/VWqnU9PzLjqXfFRWYp1XVx55QOBg4cqAMHDizqahi5MXkyjB0Lp50G3buXPHlxQkSeUNWBRV2P4oLpepQUhR6YrueL4qbrIvIF4AFuAjoCI4EeqrogS7n+wM2qelJBrpOVXHXdnmuTeQRT3HS9qCn1ul4UMktDG4sB0ep6YhzrYhjR07174SprYcszjOJIUeiB6foRj4hUAC4F2qrqPmCiiPwI9AP+VdjXyYY91ybTiBkiUh34CDgb2AY8rKpDw5Tr7yt3MGh3b1UdG811oqK0PJP2fjFwXm7DMAzDMIxoaQVkqOrSoH1zgDY5lO8kIttEZKmIPCoi/gGEqK4jIgNEZLqITJ8xY0ZB22AYRmS8BaQCdYC+wDsikpOuT1bVikHb2HxexzCMLJjxbhiGYRhGfqgI7M6ybzdQKUzZ8UBboDZulP1q4IF8XAdVfV9Vu6hql86dO+ez6oZhREpQdMyjqrpPVScC/uiYQr+OYZRmStWcdxH5EFiXS5HOQEl345eGNkLpaGdwGxuo6s1FWZnihOk6UDraCKWjncVS10WkE/CXqpYP2ncfLhHdBXmcexXwgKp2LuB1TNdLRxuhdLSzOOv6JFUtF7TvfuDUrDrqC5t/Cxc2vwP4HHhWVdOjuY7v2ABggO/jQeCPXKpZGp4PKB3tLG1tjErXS5XxnhciMl1VuxR1PeJJaWgjlI52loY2xovScO9KQxuhdLSzuLbRN4q2E2ijqst8+wYBG1Q117nqInIl8JCqHleQ60RQx2J572JJaWgjlI52Ftc2isjJwNeqWjdo3y1AX1U9LUvZZoDiVo1oA3wFfK6qz0ZznXzUsVjeu1hTGtppbcwdC5s3DMMwDCNqVHU/MBx4UkQqiMiJwEW4kbYQRORcEanj+7818CjwQ7TXMQyjSNgHVM6yrzKwN2tBVV2pqqtU1auq84AngcuivY5hGOEx490wDMMwjPxyB1AO2AJ8AdyuqgtEpJGI7BORRr5yPYG5IrIfGIUz1p/J6zqF1QjDMHJlKZAoIi2D9nUAItFRBSQG1zEMA1sqLivvF3UFCoHS0EYoHe0sDW2MF6Xh3pWGNkLpaGexbaOq7gD6hNm/BpeIzv/5fuD+aK8TA4rtvYshpaGNUDraWSzbqKr7RcQfHXMz0BEXHdMja1kROReYqaqbg6Jsvo72OvmgWN67OFAa2mltzAWb824YhmEYhmEYRo741mf/GDgL2A78S1WH+qJrFgLHquoaEXkJlz2+IrAZGAw8pappuV2n0BtkGEcoZrwbhmEYhmEYhmEYRjHH5rwbhmEYhmEYhmEYRjHHjHfDMAzDMAzDMAzDKOaY8Y6bfyMi34nIfhFJEZFrirpOBUVE7hKR6SJyWEQ+zXKsp4gsFpEDIjJGRBoXUTULhIiUEZGPfN/ZXhGZ5UuU4j9eUto5WEQ2isgeEVnqS/LiP1Yi2lhYmK4fmc+H6XrJaWNhYbp+ZD4fpuslp42Fhen6kfl8lBZdh9jruxnvjreAVKAO0Bd4R0TaFG2VCswG4GlcUpBMRKQmbomeR4HqwHTgq0KvXWxIBNYCpwJVcG0aJiJNSlg7nwWaqGpl4ELgaRHpXMLaWFiYrh+ZmK6XnDYWFqbrRyam6yWnjYWF6fqRSWnRdYixvpf6hHUiUgHYCbRV1aW+fZ8D61X1X0VauRggIk8DDVS1v+/zAKC/qvbwfa4AbAM6qeriIqtojBCRucATQA1KYDtF5GhgLPB/QFVKYBvjhel6yXo+TNeP/DbGC9P1kvV8mK4f+W2MF6brJev5KOm6DrHRdxt5h1ZAhl/pfcwBjnSvXU60wbUPcGtuAisoAe0VkTq473MBJaydIvK2iBwAFgMbgVGUsDYWAqbrJeT5MF0/sttYCJiul5Dnw3T9yG5jIWC6XkKej5Ks6xBbfTfj3a1DuTvLvt1ApSKoS2FQItsrIknAEOAzn7eqRLVTVe/A1f1kXIjNYUpYGwuB0na/SmR7TdczOWLbWAiUtvtVIttrup7JEdvGQqC03a8S2d6SrusQW3034x32AZWz7KsM7C2CuhQGJa69IuIBPsfNebrLt7vEtVNVM1R1ItAAuJ0S2MY4U9ruV4lrr+l6CEd0G+NMabtfJa69pushHNFtjDOl7X6VuPaWFl2H2Om7Ge+wFEgUkZZB+zrgwjZKIgtw7QMy51c05whtr4gI8BEuUcmlqprmO1Si2pmFRAJtKaltjAem60fw82G6XmLbGA9M14/g58N0vcS2MR6Yrh/Bz0cp1XUooL6XeuPdN79gOPCkiFQQkROBi3BeoCMWEUkUkbJAApAgImVFJBH4DmgrIpf6jj8GzD2CE0C8AxwDXKCqB4P2l4h2ikhtEblKRCqKSIKI9AKuBv6khLSxsDBdP+KfD9P1I7yNhYXp+hH/fJiuH+FtLCxM14/456NE6zrESd9VtdRvuPT83wP7gTXANUVdpxi0aSCgWbaBvmNn4hImHMRlPGxS1PXNZxsb+9p1CBd64t/6lpR2ArWAccAuYA8wD7gl6PgR38ZCvp+m68Wgzvloo+l6CWhjId9P0/ViUOd8tNF0vQS0sZDvp+l6MahzPtpY4nXd146Y63upXyrOMAzDMAzDMAzDMIo7pT5s3jAMwzAMwzAMwzCKO2a8G4ZhGIZhGIZhGEYxx4x3wzAMwzAMwzAMwyjmmPFuGIZhGIZhGIZhGMUcM94NwzAMwzAMwzAMo5hjxrthGIZhGIZhGIZhFHPMeDcAEJGxInJzjK/ZSET2iUhCLK+bi7xbReTVXI6vFpEz4yj/bhF5Ll7XN4xYYLoeE/mm60axx3T9/9k76zC3irWB/yar7da27rJ1oy11aKGlQHF3K1bc5btwgYtL4aIXt0JxlxZKS6mzderu7t1u1yV5vz8m2WSzyW6ym2zt/T1PniTnTOY9Mydzznll3omIfB3ryiGPjvWIyD9sxroq71HE/UfLMcZkGGP2G2NSjTG3GGNK9Lt74KUZYxJCqHeoMWaqu97dxpgpxphzotOKUo9joHtgZxpjsowx4vM9E0BEqomIsxKOJR54FHgp2rJK4X3gKmNM/YN4DMpBQMe6jnXl6EDHuo515ehAx7qO9UMVVd6jz9kiUh1oAbwA/Av4yLeAMaYlMBAQoNQBbIy5CPgOGAU0BRoA/wHOjvSBl4WITHMP7GpAZ/fmWp5tIrKpEg/nXGCFiGytRJnFEJFcYCxwzcE6BuWgomO9ctCxrhxsdKxXDjrWlYONjvXKQcd6GKjyXkmISLqI/ApcCgwzxnTx2X0NMBP4BBgWrA5jjAFeAZ4WkQ/ddbpEZIqIDDfGJBhj9hljuvr8pr7bcljP/f1cY8wCY8wBY8xaY8xpQWRdb4xZ7rYkjjPGtAi3zcaYlm5LXqz7+2RjzDNu62WmMWa0MaaOMeYL9/HMcV8EPb/vYIz5092mlcaYS0oRdzowxU/+1caYjcaYvcaYR/z29THGzHBbU7cbY950W/4wxrxljHnZr/xoY8w97s//MsZsdVtNVxpjhvgUnQycGW5fKUcOOtZ1rCtHBzrWdawrRwc61nWsH1KIiL6i9AI2ACcH2L4JuNXn+xrgNqAnUAA0CFJfB6xlr1UpMt8GRvh8vxsY7f7cB0gHTsEabpoAHdz7JgM3uj+f5z6mjkAsNpQltYy2tnQfW2ywbW4Za4DWQE1gGbAKONktZxQw0l02CdgMXOfedyywB+gcRP4c4GKf752ATOAEIAF7wSz0nA93X/dz190SWA7c49NP2wCH+3tdIBtrIW3vPq7GPm1s7SP3WGDfwf7v6atyXzrWdazr6+h46VjXsa6vo+OlY13H+qH6Us/7wWEbUBvAGDMAG47zrYjMA9YCVwT5XR33+/ZS6v4UuMJ45+RcDXzm/nwD8LGI/CnW2rdVRFYEqONm4HkRWS4ihcBzQPfyWO4CMFJE1opIOjY8Za2ITHDL+Q7o4S53FrBBREaKSKGI/AP8AFwUpN5aQIbP94uAMSIyVUTygMcAl2eniMwTkZnuujcA7wEnuvfNxl4gPda4y4DJIrITcGIvJJ2MMXEiskFE1vrIzcBe1BQFdKzrWFeOFnSs61hXjg50rOtYP6io8n5waALsc38eBowXkT3u718SPOxmr/u9UbCKRWQWkAWcaIzpALQBfnXvboa9sJRFC+B1dzjKfvexGvdxV5SdPp9zAnyv5nMMfT3H4D6OK4GGQepNA6r7fG+Mta4BICJZePsPY0w7Y8wYY8wOY8wB7MWtrs/vPwWucn++CvfFU0TWAPcATwC7jDFfG2Ma+/yuOvaioSigY92DjnXlSEfHukXHunKko2PdomP9IKHKeyVjjOmNHUDTjTFVgEuwg3SHMWYHcC/QzRjTLcDPV2L/zBeWIcbzp70a+F5sEgbcv20dwmFuBm4WkVo+ryoikhrCbyPFZmCK3zFUE5Fbg5RfBLTz+b4de6EDwBhTFa/VE+AdYAXQVkRqAP/GXtw8fA6c6z4PHYGfPTtE5EsR8VhbBRjh87uOwMKwWqockehYDxkd68phjY71kNGxrhzW6FgPGR3rUUSV90rCGFPDGHMW8DXwuYgsxs5LcWLndnR3vzoC0wiQ7VBEBLgPeMwYc527TocxZoAx5n2fop8B52MH/yif7R8B1xljhrh/18Rt2fPnXeBhY0xn97HXNMZcXIHml4cxQDtjE1bEuV+9jTEdg5T/HXfIjJvvgbPcfRMPPEXx/3t14ACQ6e6DYhcUEdmCnYPzGfCDiOQAGGPaG2NOMnY5kFyspdF3GY0TsaFEylGKjvWw0bGuHJboWA8bHevKYYmO9bDRsR5N5BCYeH+kvrDJLnKwcyjSgRnA7UCMe/8fwMsBfncJsAOfxBF++0/DXhwygd24syP6lZnglm/8tp+PtXBlYBNPDHVvn4w72YX7+9XAYuzg2IydZ1NaW1sSWrILXxnPAJ/4fD8ZWOPzvT3wm7uNe4GJQPcg8uOwSUQa+2wb5t62F3gEn+Qj2CQYK9x9OA17YZjuV+dV7uMf7LPtGGC2u//2YS9QnsQXicAWgiQr0deR+9KxrmNdX0fHS8e6jnV9HR0vHes61g/Vl3EfsHKEYYz5GNgmIo8e7GOpLIwxNwGdROSeCNV3Ajb0pqWIuEIofyfQTET+LxLyFSUUdKxHpD4d68ohj471iNSnY1055NGxHpH6jtixrsr7EYix6ywuAHqIyPqDezSHJ8aYOGx41EIReepgH4+iBELHesXRsa4cDuhYrzg61pXDAR3rFedIH+s65/0IwxjzNLAEeEkHfflwz8nZj80I+tpBPRhFCYKO9YqjY105HNCxXnF0rCuHAzrWK87RMNbV864oiqIoiqIoiqIohzjqeVcURVEURVEURVGUQxxV3hVFURRFURRFURTlEEeVdyUoxpgrjTGZAV5ijPmPMeYTY0y+374Yn993N8bMM8Zku9+7+9V/rzFmhzEm3RjzsXvdRUVRKpkQxnptY8w3xpg97tcXxpgaPr8XY0yWz+8+9Ktfx7qiHIK4x24bv21PGGM+d3+ON8Z8b4zZ4C47yK+sMcaMMMbsdb9eNMaYymuBoiihYIwZZ4wpkbzNGHOu+/58ijFmkvs+vSFAuZbu/dnGmBXGmJMr5cCVEqjyrgRFRL4QkWq+L+AeYCfwgbvYi35lnGBv+MAv2GUakoFPgV/c2zHGDAUeAoZg15JMAZ6svNYpiuIhhLH+DHYcpwCtgQbAE37VdPP5/Y2ejTrWFeWwZzp2zeQdAfbdBJwHdMOuoXwWcHOlHZmiKKHyCXB1AOPa1cAX2LXsPwYeDPL7r4D5QB3suuvfG2PqRedQldJQ5V0JGWNMD+BV4DIR2V5G8UFALPCaiOSJyBuAAU5y7x8GfCQiS0UkDXgauDYqB64oSlgEGOutgJ9F5ICIpAM/AZ1DrE7HuqIcpohIvoi8JiLTAWeAIsOAl0Vki4hsBV5Gx7eiHIr8DNQGBno2GGOSsQa3USIyW0Q+A9b5/9AY0w44FnhcRHJE5AdgMXBhZRy4UhxV3pWQMMbUAr4HnhGRyT67bjPG7HOHxfsO4s7AIim+nMEivA/8nYGFPvsWAg2MMXUifvCKooRMkLH+FnCWMSbZfbO/EBjr99Op7tC7H93r1HrQsa4oRy6Bxneohj1FUSoJEckBvgWu8dl8CbBCRBYG/lURnYF1IpLhs03H+kFClXelTNwhNp9i15580WfXG0BboD7wGPCJMeZ4975q2BAcX9KB6kH2ez5XR1GUg0IpY/0fIB7Y6345gbd99p+IDYnvAGwDxhhjYt37dKwrypFLoPFdTee9K8ohyafAxcaYKu7v17i3lUVZz/RKJaLKuxIK/wK6AMN8Peki8o+I7BWRQhH5HTtn5gL37kyghl89NYCMIPs9nzNQFOVgEXCsA98Bq7A36hrAWmw+CwBEZKo7vHY/cDc2zL6je7eOdUU5dHECcX7b4oCCEH8faHxn+l0/FEU5BHBPf9kNnGuMSQF6A1+G8NOynumVSkSVd6VU3JllHwEucj+Yl4Zg57UDLAWO8bO+H+Pe7tnfzWdfN2CniOyt4CErilIOyhjr3YD3RCRLRDKBd4EzSqnO/1qgY11RDk02YaNmfGkFbAzx94HG99IgZRVFOfiMwnrcrwbGi8jOEH6zFEgxxvh62nWsHyRUeVeCYoxpBHwN3CMi8wPsv8gYU80Y4zDGnIrNRvure/dkrEX/LmNMgjHmDvf2ie73UcANxphO7jm0j2IzYSqKUsmUNdaBOcCNxpgq7nC7m3DPczXGdHYvCxljjKmGTVi1FVju/q2OdUU5dPkGeNQY09R9Lz8ZOBub9wIA9z080f013hiT6GOYHwXcZ4xpYoxpDNyPjm9FOZQZBZwMDMcnZN49/hOxkTfGPc7jAURkFbAAeNy9/XysQ+6Hyj54RZV3pXSGY5eEet2UXP/5XWx47FZgP/ASMNyT4EpE8rHLx1zj3n89cJ57OyLyB3ZO7SSshX8j8HiltUxRFF/KGuvXY71zW7BjPgVvRukGWAXgADZLbUvgLBEpAB3rinKI8xSQil0OLg07Vq8UkSU+ZVYCOUATYJz7cwv3vveA0djM00uA39zbFEU5BBGRDdgxn4TX4QZwAnZs/w40d38e77P/MqAX9jrxAjZKb3clHLLih9FpSYqiKIqiKIqiKIpyaKOed0VRFEVRFEVRFEU5xFHlXVEURVEURVEURVEOcVR5VxRFURRFURRFUZRDHFXeFUVRFEVRFEVRFOUQJ/ZgH0BlcuONN0rTpk0P9mEoSsR58sknPxKRGw/2cRwq6FhXjlR0rBdHx7pypKJjvTg61pUjlXDH+lGlvDdt2pQnnnjiYB+GokScJ598csvBPoZDCR3rypGKjvXi6FhXjlR0rBdHx7pypBLuWNeweUVRFEVRFEVRFEU5xFHlXVEURVEURVEURVEOcVR5P5qYMQOef96+K4qiKHpdVJRoU9ljTMe0cqSi/22Fo2zOe6mMGAEbNsDpp8NZZ4HDbdeYMQMmT4ZBg6B//8jJy8yEjz+GFSvgvPPg1FMjV3cgpk6FU06BggKIjYXnnoOTT4amTWHVKpgyJbJtzMiAZcvgl19g6VIYOBBOOw1atIDq1aPTrwUFsG4djB5tZQ8aZNtcrx7MmROd8whW3o8/wvHH2z5t2BASE6P331EOPh99BBMnwu23w3HHRV9eQQG88gps3gxXXlk5/6fcXPjgA9i3z16fKkPmb7/B77/DVVdVjrwpU2zbCgshIQH++iv6cvPy4K23IC0NzjhDrw2HCjt2wGuvQUyMfQaojPPyxRcwdizcequ9f0QblwtefdXeJytrjP36K1x0ETidlTPGZsyAwYMhP9/ehytjTIvYMb10KVxzjY7pg8HTT9tn2csugzPPLLt8oOezcJ7Z0tLgww+9MocMCV9eODLz8+G99+D+++39Kj7ePl8PHRp+3WW1vV8/2LPH6ie//w6LFsEJJ9jrYuvWpT/fTptmX4MHl92vvtv79IEtW2DtWpgwAVavtnWccYbVU2JjSx5jejqMH2/1mxNPtOVr1SpZNli/isC2bXbcTpgAW7daneH886FmzeB1TJ4MkybZ5/2BA8M/lxHAiEhUBRxKPPHEExIw2cX06cVPQGwstGplT978+faGFxsLjz0GAwZ4T3afPtCli30Yy8uDuXNhwQI7mM44A+LibH2eE9q6tf3t77/bE19Y6JVZsyZ06mT/eAUFcOyx0Lcv1K1rXxs2WAW0Xz/o2tXKy82FWbNg8WJrdDj5ZG99M2bYP2NiIixZAt98Y39TGg4HnH22/dO1amUVcE87u3f3lvvnH9tn7dpBkyZ2AC1caF8FBbaNmzYFl1O9ujVeiNgHpcsvt+1t0MBeMDwye/a0fbh0qW1n165W+T9wwCtz7lx7fnbvtoPet0+DtXHwYNvX9evb49i0CTp3hvbt7TGBvSB7Lh6nn27PgcNh+3X8eKhRwypSv/xiH4T8SUqC7GxvGy+7zLapaVOrDC1aZNvTtq09j7m59jyuX2/P45lnWhkzZ4Z0MTDGPCkiT5Te+KOHoGO9IojYB8F//cuOAbA30MmTo3ehzsiwCvSIEbBrl91WpUp0H0j37oV33rHGgrS0ypG5cCE88ohV3iH6/bp/v30QeuYZew0AO06ffhoefjg6MrOz7bl85hl7nYNy9auO9eJUeKxv3QovvgjvvmsfkMEqmZMmRe//t2gR3H23/Y+D/e9NnGgfkKNBYSF8/TU8+ihs3Gi3RXuMbd1qr1tvv20Vd4juGBOx5+zGG+191MMjj9gxFw2cTvjhB/tsuGqV3RYXZ42CEehXHevFCTrWZ8ywxi/P81vDhvbZrV8/+yw2b559hnO5YOVKe//2PLcZAykpttySJd7n/Ucesc/xbdtaJfavv6B2bft8++ef9nncV39q184+u/Xvb58VJ0+GOnXsf2TWLKvQilh5rVtD48Z238yZXpkjRthn8BYt7LPtmDG2rhUrYNw4+zzgT3KyfR52uWzZY46xcnbutAZJTxvbtYNmzazMqVO95c86y5YZM8buczhsXwSS5amrXj17D/PU0by5vXbu2eO9hgK0bGmfYz39GhNj+6hOHfs8M2mSlWmMrcdznfDH4bDnzyMTbF3ByletCjk5th8cDutgSUmx+tWBA/Z4cnPtM3x6euA6atSwfeCpo0UL+5u9e4u3MSYGqlWz437vXm/5gQPteU5OtjJF4Prrg14Xwh7rInLUvB5//HEJyH/+I2K7NrKvBg1E2rUTcTiiU7//q0oVkbZtRbp3DyzTGPuKiRHp21ekSxeRxMToHEt8vEjDhsW31a0bPXme9tWqVXxbUlJk6o6NFalf38oorVyNGrZsJGQmJnrlxceLpKYG/v9aC9wTB3t8HUqvoGO9PEyfLnLVVSIdOwY+T889FzlZIvY8P/SQlVmzZkl5Dkd0ZN53n8j559vriL/MmJjIy5w+XeTqq0WOPbby+vVf/xK54gqR6tUDj/FSxli5ZT7+uMhtt9nrRwT6Vcd6BMZ6aqrIgw+KnHeevbYG+v9ddVX49ZYl8447RE44IbC8Nm1EDhyIrLynnxZ5+GGR1q0DyzzrrMjJ88h86CGRiy4SSUjwyvG9b374YWRl/v23yLXXinTtGriNTZuKrFkTOXm+/dq2bWCZQ4aIuFwVFqVjPcSx/uyzZT+bRfoVzed6hyNwe1JS7H3K8yzvO8Yi/apRQ6RJk+Lbate296xoyWzUSKRFi+LbqlcPfm79r92+z8yhvmrXFmnZsvi2SD3D+76Msc9WQZ4xwh3rIRc8El5BB35qqu3UmBj7/tdfIkuXirz8skhcnO302FiRwYNLnuTkZPtQ36hRaCfwmGNEPvtM5Pffi8v85ReRG2/0/vGMsfUef7xVen3rqFbNHke9eqHJPPVUkRUrbDufe674n8e37fHx9gH+vvtEOnUqXkfduiLt25c8ls6dRXr29B63wyFy770iBQUl+zU11d7QxoyxFx2Hw/bvTTeJ3HlnyZtvw4YlH3hbtRI5+2xroPCVedddItnZgWVOm2YHdUyMlfvEEyKvvipy4onFB3rnziIXXmiNGr4yAykzIDJokMibb5aU53SKjB1rZToctl9vuknk1ltLKoCtWokMHVpye1xc8e9lKGx6kw9xrIfL998X/4/UqiVyyy3FjVCffx4ZWSL2/+N/7gcOFHnxRe+Nyhir+EaK6dNL3pBPP13kjTe82yOt2P7wQ/F+rVJF5OKLiz+MfPZZ5OQF6teTThL54w+Rd96x32vWFMnJia7MXr1EXnihQv2qY70CY333bqt4+f/fL7lEZNQo+z/0/V++8ELFlbBt2+w9x/dhPz7eyvTclzzbe/YU2bmzYvIyMkRee63kA2ibNlbh9G/jY49VrI0ul8i6ddYJ4t+vF18ssmiRyOTJ3ntc9er2nlwRsrJEJk0q/szkqfvpp0XGj7dtbdfObq9XT2TWrIrJzMmx10T/fm3VyhqCqlQpfo5vu02ksLBCInWshzjW/Z/7Ro0See89O558lafBg+39+qOPvOUTE0U++UTkrbfsuHQ4vM/73bqVvIYfd5zIb7+JTJhQXOabb9pntA4diss8+WT7n0xI8MobOdL+f194wcr0ONWOPVakefPi8kDknHNENmzwttXzHO90ivz4o/d5Oj5e5H//E5k3T+S777zXl8REazQbN07kqadsmzzP3w88YP+/nm0JCSK//mrHdaDn6fx8kW+/9fZVQoK9V2/eXLxPEhPtdt9+jY+315vPP7fXRM/2xESRiRMDn8vUVJG8PCvTtw8nTQpc1um049/3mf/5522fn3lmcb3h4YcDt/Pvv0VGj/b2q6eNW7ZYub5lp0wR2bfP6nC+Mp95RuT990VOO80rsxRjvSrv5Rn4/gOitO2B/iyBtk+dak/0hx96/6D+Vpfy1h1s+7hxIsuW2RtMfHzJ8uG0PZxjCVY2nH4Nt+5wZVa0jTk5VuHwXDz8y1ekjYG2//239wLkubip5z0yYz0cfL3CDoe94YjYc9G3r91+662RkSVib6y+N23fuqdOtdZwsGM9UtxwgxR72Lj7bu++//3Pbq9d295AI4Wn7zwy//Mfuz01VaRfP7v95psjJ++ZZ4r36223efe5XNYYCPahL1Lcf39xmdde61WSPvvMbktMFNm/P6xqdayHMdYnTrT9fsUVIj16SImHYmNE7rnHWz411XrxbrnFW+b00+24DNXIMmaMyGWXWa9++/aBZT78sFfec8/ZB9OUFLu/devwPMVjx4pceaU1BvTsGdgzdskl1qDuK/Pf//Yqm7fdZh96QyEtzRq8zjjDGrADOS78ryMi9qH/0kvt/qpVRf78MzR5LpfI+vX2AXzgQOtYCOQZM8ZGufhy4IA1jnsMhL/+GliG/73a5bLt/PBD+/Ddu3fgqMFA/frcc14j5CWXiOTmhtbOAOhYD2Osh/O8VVp5/21//+1VykKtI9gzXqjPiZMnB5cZatvD3R6JOg71uiPxf4ikTB9UeS/vwA+HSP0Ro1l3ODIjcSyRkBdu3ZXdxoMhM0R5epOPwljPybEPmR6Lqf+Fd8kSuy8pKWwFLCjPPSfFvNH+5/3ZZ+2+s8+OjDwRGzrrefj1l+lyeSNRvvwyMvLy873TAQL167JlUvSAn5YWGZmvv156v374od3Xp09k5InYaJtg/SpiFR+wxtYw0LEe4lifOFFKKFsJCTb6IS6u7Adjj0fL89u4OGsEWrBAJDPTq+h/8YX1sAwbVjLM1HN96Nu3bJk7dngNDMnJ1ujw3XdWAfUYfVJTrYL68svWOBQobDs21nq5Y2MDOw18+eknbxtPPtkaMkaOtNE4EyaIvPSS9Z5fdZU1YjRtWlIeiNSpY6MEy2pjYaFtl6c/r77aRr9s2mTH/Zw51oN50UVW8R00qORUOM+Y6tHDHltZjor8fJHrrvP+bsAAkeHDrSH20UftMXiMAQ6H9XwGm27Xtm1o/TppkndqTq9e1hD5yisi33xj/yt33GEjf956K/Dv3ehYD3Gsl0Y0n9kOJZlKaByMfg1BpirvkR74inIYoDf5KIz1H3+0l8h27YJfeMupgAXlooukyNsXSN7Ond4wu3XrKi4vN9erSN9zT2CZ775r9/fvX3F5ItZTCHZu27PPBpZ50km2zGuvRUbm9dfb+gYPDiwvK8sqTFDx8FoPnTvb+oYNCyzz+++9/69QvZ6iY93/FXSs+xrCjLH/gexsuy/UB7g77pCASpynzmD7PPtvucUqj6HKTE+3yl4go0PduqXLNMZG0WRmhtfGiRO9RspQXr5eb880OV/jQlkynU6RCy4IXZ7HAOIr0xOpE6pMl8t7DQj15Tuf1uEQeeSR8Pr1n3+815TS+jKCD/RH+kuf4ZUjFVXedeArRyF6k4/CWL/4YnuJfOml4GW++86Wad++4nNj09O9oZmbNgUvd/XVtsyDD1ZMnojIzz/burp3D14mI8Or4M+dW3GZ11xj63rqqeBlPIaTtm3DUmwD4mugWLYseLkHHrBlrrmmYvJE7DxfKH26QUGB15MZxjQIHeshjvUQwxVLJTXVO3UpNtaGbXfsWDJZVZcuNrrj448rLvOpp4or6f5zbj2vE0+0RsOKyhMRuf324nU3b+4N4/cYBq64wubOmTat4jL9E4zVqGGvoY0bF5c5bJjI1q02dLmiMp97znvejLEGwqeesgYW3/m+n39uI6ki8f/xnzrTpUvJHEGay6biY11RDnNUedeBrxyF6E0+wmP9wAFvosLSFOn8fG+obKhzOIMxapStZ+DA0svNmmXLJSdbj3FFuOQSW9eLL5Ze7t57bblrr62YvOxsm3ATRFavDl6uoECkWTMJV7ENiMdA0a1b6eXWrrUP1fHxIrt2VUzmww9bmTfdVHq5ckyD0LEexliPVvjq1KnhzYMNV56/0piV5Q3jD3UubUVlhjs/tKLyStseTZml1R0NmWEYBXSshzHWFeUwRpV3HfjKUYje5CM81j//3F4eBwwou+zTT9uy555bMZmnn27refvtssv27m3LfvRR+eUdOBCap1/EKtqepWkqoth6IhV69Sq7rCfsuaLz+z1Jsl54oeyynvn/FVmmzuWyGajBzn0tjXJMg9CxHuGxXl6iOXcymjlXwpF5NLQx2mgum8N/rCtKlDmklXegNvATkAVsBK4IUi4BeBXYBqQBbwNxPvs7AhOBdGANcH4o8nXgK0cqepOP8Fg/80x7eSwjoZCI2ERTnrBLz3Iu4bJ7tw3LjYkJTTn+9FMpCncvb7h+qJ5+D2ecYcs//3z55Il457q+8krZZXftqvj8/owMbwRFKOfmjz9s2WbNvFmkw2XmTFtH48ahLRUV5jQIHesRHuuKcoiiY/0QGeubZolM/a99P1JlRkpeOPVsSBWZ9HzFZIZ73JFoZ7h1bJwpMvnFUsuHO9ZjqVzeAvKBBkB34DdjzEIRWepX7iGgF9AFiAFGA48CjxtjYoFfgHeBU4ATgdHGmB4isqpSWqEoypHL3r0wbhzExMBFF5VdvkEDuPhi+PJLePddeP758GV+/z0UFsJpp0G9emWXv+QSuP9+WLAAZsyA444LX+aXX9r3K64Irfwdd8Dvv8Pbb8MDD0BsmLeP9HT47TcwBi69tOzy9erZcp99Bu+8Ay++GJ48gF9/hZwc2z8tWpRd/pRToG1bWL0axoyB884LX+ZXX9n3Sy6x/6GyuPNO28YPP4QnnoCqVcOXqSiKcjSzeTZsmAYtB0KzPt7tG2fC2r+g4TFQJwVyD0BeBmxfAAe2QfszoO0p9r7kiwikbYAl38PkF8DlBEcsnPIkdDgTajaDrfNKyhSBDdNh7URo0AlqNofcdFt29wpofRJ0uQASqpdsg7MAdi2Dxd/DjLdAXFbmSY9C21MhuQXsXGplNj/O1p+XARtTYdMMqNfeHld+NhRkwa7lkLkTulwMHc8M3G/Z++Dv1yD1f1YeBlocD61OgAadwVUAe9ZAk2OhbjvIz7Qyt8yFbf9A7dZQoxEU5MCelfDPZ7avYhPgml+heV+/Nhba45/1Hqwaa7dNfgFSToTWQ6BRN3AVwtZ/oGFXqNUcsvdA9l67bdcyqNYIqtS052flWBAnOOLg3Deh6yXgcBSXWZgPm2faY1v8HSBgYqDPcHvu63WA9K32uBp1t/2cvdf26dZ/7DFUbwgFubBvHSz+1rYxJg4u/xraDCnZrxk7Yd1kWPQtrJ1g+3XayzDs1+L/z3JSacq7MSYJuBDoIiKZwHRjzK/A1Vhl3ZezgREiss/92zeAEcDjQAegMfCq21ox0Rjzt7uexyqlMYqiHLn8+KNVpE89FerXD+03t99uleEPP4THH4fExPBkehS+yy8PrXxiIgwfbg0Fb70VvvK+ezf8+adVwEMxUAAMHepVbEePhvPPD0/mTz9BXh4MGgSNG4f2mzvusIrtRx/Bk09ClSrhyfT062WXhVbe4YDbboN774U33wxfeXc64Ztv7OdQz2Xv3tCnD8yebY/3hhvCk6koinI0s3k2jDzNKlTGAbVaWqUzey8UZJf+23kjIb4a1O8IibWsYlqYC2nrrdLti6sAxv3bvhyxVh4CGKha2yrfeRnubUFY9jOMvssqhPU6QmJNSN8EuRlWMSzMKSlzwuP2VV6W/mSVzzYnQ4sBEJMAy3+FA1utAu4q9CkssHG6fVWEwlz44iIrs3ojq4DnHoAts+15KYZYRXfd5PLLcxXATzfDHw9Zw0atZpC2EXLSYOcSa3QoJtIJs961r/LizIfPL4C67aFpb6iabI0aGTshbZ1fYbHlN0w7vJR3oB3g9POOL8R6zv0x7pfv96bGmJp+2333dwkk1BhzE3ATwFlnnVWOw1ZCIpjVM9j2aOByQeYOWDXOXgQ7nFXS6hcNotnGyuw/xRKuIg3Qvz/06AHz58PVV8N999ltobBlC0ybZhXycJTFW26BESOsstiiBZx9dugyv/vOKppnngl164b2G4fDGinuucd63hs2DF0elK9f+/SBXr1g7lzbr/ffH7rMfftsBIXDYb3goXLttfDII/DXX1aJv+SS0GVOmQI7dkDr1lYpD5U77oBrroHHHoOOHcsXSaEoinI0smGaW5HGeo9LKE5ukupBciurPO5b692enwlb5gQuX6slbJ/vNQw06AJZuyBju09BCaCQuqnRBGITi8szMbB/k335UzvFytwwzSrVxgGNe0Dufti33iqdHmLirSKen+HdVqet9VjvWwfbF1JkSMjYAfM/t69iOKBJT9i+yOvpP/5ua0RY8Zutx0N8dajR2Mo7sM27vVF3aNbXKspLf/QaA/IO2O/+1Glrn2eXfG898Y5Y6H+7NZas+sMaFTwk1bMe/+y9NnLBdqCNYKjf0XrwPf1UJdkaCVb+VlJm/U62/PLR7vIx0G4o5Oy3BgxfI0+V2hBXFQ5s8cpr1hdaHg9Ze2DBF+7/g7Fy96y0L19i4m30Qp021kDkLLTbWg4seWzloDKV92rYOeq+pAMBYkcYC9xtjJmEDZu/y729KrAC2AU8aIx5FRiMNQBMCiRURN4H3gd44oknSjGHBeFIUsw2zYI1f9o/fQufh8OKHseGv+Gz86zV0ThsyE1sglWkdyyhKESlx9XQaiDUaW0H+bb55ZdZmAfTXrHhUBh7YUvbCM48b5nUN6BJL2g92FpWc9Oh/ekV6+vNs2HtJGtJlEJY/acN2/G0cdBD0O82SKgWvI7102DTTBsmVNqxrPgNvh1mLYqxCTBsjCrw0WbbNpg8GRISwvMsG2ND3ufPtyHwo0fDxImhKWHffGND7c48E2rUCF1m8+YwYABMnWo98K+8ApMmhaZohhsy76FTJ/u+bh2ceCL88gucfnrZv9u50yrDcXFw4YXhyTztNKu8//CDDWUPtY0//ggFBXDyyXZqQ6jUqmXD53/5BV57zYbshyrT19PvH4ZZGs2b2/ft2+Gkk0KXpyiKcrTTcqBVjFxuRfCs162itXcNfH2l9XjGxMNlX9pnqM2z4dNzvNsvHmmf4/4ZhX2Wc8Bxd8HJT9jreKBn5LWT4ctL7PNZTBxcNBJaDoCdy+Cz833q/sSW95V39U9QtQ5MGQFLfvDKHHi/DZGHwDI3zvA+a8fE2xBs/7rPeztwG8/8r33u/mcU7PH4UA0MvBeG/CewvI7n+B33j4HrPuMl72/6DHeH9R9vQ9snPm2fZT3y+t4Mp71g+7XntSVlbr6seN3Bztmgh+z2Tud662jaG/ZvhD//A8t+cct0wPF32ekOwfp182z49Gxvv17xTcl+PfVpb/keV3nraNQNdiyGKS/C6nHuZjpg4AMw6F/2e5cLI67rVabyngn4P5nWADIClH0WqAUsAPKAD4AewC4RcRpjzgP+B/wLmAt86y5XfjbOtPMS6nXwhnhsmQMz37Ee3dh4GDY6Mh3vLISZb8OEJ6wVzcTYP2Btt0UwY6dVMrtfYS8KFUHEWpVmvuud6zH1JYitYi8eMfGwf4PX4nbq09D1UkiqU7ZSv2sFzP8M5n5s/+Bg27NhaoDjcMI/n9iXL8YBnc+3oTX13fN3tswOLjN9q5U3+wPI87cFYa1lvha0rXPty8P0V6BpX6s4N+5u+2f3SmtUCHZuRez8qNnvw4KvCBoSJU6Y9Kyd19J6iJ0vlJsOSXW9c5m2/gMZbovl5Oeg2xXQ9UJ70dm13N5ACvPsOds0w1t3YeTCbZRS+PZbe77POANq1gzvtwkJ3s95edaL/thjMGxY6Up5eTzSHjp1ssq7R+all8Izz1hlcMYMG6LurwRu2AB//21D0M85Jzx5c+fam66IVYzPPtt6pocPt+2fMiWwTI+n//TToU6d8GTGx3s/5+XZMP/HH7f9VT2Q7ddNRfo1JaW4zGuvtaH7AwYE/01+vjUwlEdmaqq3X/PzrQFJlXdFUZSyadYHrv2t5PNqcgur4Ppvb9an5Paqdez8ZI+y1uFMrwG2WZ+Sz16tB8G1Y0rW3aJ/YJmBtvW92Sq2HpltTy3eJn+ZLfpbPSSUugO1EawH2VcpbXdacHlB6wiyPVA9x98DayZ65XW5sPR+DVemfx3JLaH/HbBqfPFzWVq/NusTer8GqqNpLzjhAVg/1Suz9eDSZVYQY6eNRx/3nPc0oLOIrHZvGwVsExH/Oe/+v70JuE5EAj7NGGNSgU9F5L3S6nniiSfkiSeeKLlj7WT47NyyG9Gsr7UwNTwmsFelrNDx6k1g52JY9A1k7S5bXkwCNO9nPdlVku1vWg+BFv0Cy2za2yqLOftg9QRr0du3HrJ2li3Ln6p1bT0i4IixSma99hCfBHtW23k7vqEtntkMjlg48UEbRpO2EcY/ai2TJsYq6YU59pgzyzgm47CJJ1oPttbUzbNsWzamFg8b8pTtPRyGPGYV4KILUxyc8KD1zm9MLVte26HWclqvvTUArP7TztHZOs8nfMaHhl3t3Jp5I70hVXXbWiU9bDz/J5/x6LEkC2Uaj4wxT4rIE+UQfEQSdKwD/Oc/1sN+ww0lFaR+/WDWLOsNDyfUGqyyfNJJVtkDO3YAqlWzntxWrazi6Stz9Wpo184qoTt3hj+n21em/7XcGKtQT5xYXOYLL8DDD1vvsEfBDUfekCHeNrpcxeWBDf//66/iMo8/3iqoX3wRvrc/WBuTkuz2lBRrtPCVt307NGliPf07d1pveiRkdusG3bvDTTeVjKoYM8YaM7p0gcWLyycvP9+eM//+80HHenFKHeuKchijY704UR/rB2Oa4tEg82hoYwVlhjvWK83zLiJZxpgfgaeMMTdis82fC5SIKzXGNMGqLNuBvthEdDf47D8GWAU4gNuARsAn5T64rfOKf6/Z1Cqf4oLV473zNzbPgvdOsJadWi2hTitIqGHnTOxbbxM8iMsqcc3723ryMm0oRbGEEECNpjas3OWyynGv620oy7rJFClwzjxYP8W+PEx90Sr1iTWsopyxw1seB+CiBFXr2CQVq8a6MyTGw+Vf2iyRG6bDmHtsNIAxdm7J/o028sCDqxDmjwrcd+3PsOEhrkLbfv8/bePuQUJU3Aq2xzCQl27DyT1yxQWLvravYrg99S0HwrhHvFaurhfZ7J2BrHOtTvBR6GNtaFJ+Fiz71SYl8chbNdab/dKf6o2sdW3VOG8fnvmKrb/rRcXlHdgOY+4tXlfLAdDzOttPo++2nnhHDHQ82xo5tv3jzvTppvMFcM4b1hihc94jx2+/wdNP288jR9pkaB5lct06q7hXqwblyY/Rv79VlCdPth7anTttMrnJk22yNoDXX7efzz7bfvcoz+efH77i7i+zXz9Yv94aJ7ZutUpnbi78+9/w88/eSILyhsx75P31l5XnSTz38cc2vPzAAVsmJ8d+79vXzjffuNEq7uXx9Pu3sX9/27b337cRB6NH2zJvvmkNLp6QfE8Exemnh6+4+8vs3t0q16++CgsX2pcnA/5NN3l/UxFPv6+8QJELiqIoSnSJgodUZR4EeUeBzMpeKu424GPsnPW9wK0istQY0xxYBnQSkU1Aa2AUUB/YDDwkIuN96rkauBGIA6YBp4hI+cPmWw20CSU88x0uGllc0Vw/DarVt/MaFnxplydI2wDrJweuT1yw8e/A+5r0gtNH2AQRW+YUV8w2z7ZzoT0K6SWf2uUXZrxlQ8k9OPOCeO5dNqGEw+HNkmkcdg72CQ8Etgolt7DeYt/tLics/Rl+vtmdTCIGjrnEZuLcNMPOVQfrTW/aC5r2tN8DJYcLJyymaN5JvjVMdL0Ets2zCqwVCAPutvOQwHq+QwlpCSavw1nFjQi9h9u+XT3BTiXwyOx1g424cDgC96G/vBqNYOB91hDjOZdDHveWqZ1Sso51U21mTpc7qUW/W73GCFXaI8e8ed7wZJcLrrrKKoFPPglfuw1F555b/uW6+vcvrnhddJFN8PbGG1am0wkXXAAPPgj/938VU/gCyRw82CY8GzzY6x2fPNkmUHv0URg40HqFk5Nt9viKygPbdyefbF/57ukz335rjSH//S/MnGm3nXuuNYxEQuaVV9qkgK+95u3XSy6xid8eeSTy/Xr66Xb8P/WU979z883wxx8230CzZnaOPISe2b40eYqiKIqiKAGoVOXdvfTbeQG2b8ImtPN8nwq0LKWeB4EHI3ZgweY7ePb5fk+qC5Oex3q4jQ3r7nCWVaanvexNmHHiv2yWyV1L7bx5cVml7LTnrcIbqO5gSmaNxsXnqFz+tc2auPFv+OkWt8IXB1f9aJN0+Cd2aHVCYHnB2uiIsfOwazUr3WtekcyJoc478ZfX/ozS6whbXjAjgo/Mbpd6140MVWY4c4IAUk4IPH9KiSynnGLDxvPzrRLvcsF779lw7jh3fonu3SMr89JLrafYo9gWFlqF7/XXITvbesSHDImcvP79bcKzyZNtJvnPPrPZ7O+917vu+AknFJ9LXlEGDrTyJk60bRo50s6PHzTIK6dHj8jJA7j4Ynj3XW+/Op3WSPLRR5CVZc9nvXqRkzd0qF1r3vPfiYmxURS//grHHGNldupUfL68oiiKoihKJBGRo+b1+OOPS4XZNEvk6QYiTyTb902ziu+b+t/i20rbHq7ccOqOhMxwjyVaVLa8gyWzAgBPyCEwxjwvoDbwE5AFbASuCFIuAXgV2IbNifE2EOezP9Pv5QT+V5b8Usd6aqrIc8/Z92XLRM4+W8T6U+2rShW7L5L4ypwxQ6R7d6+82NjIy/PF5RIZM0YkJcUrMyEhujIzM0WefFIkMbHy+nXhQpEzz4zuufSVt3WryPDhIsZ45cXFRbdf5dAb6wf7FZH7uqIcguhY17GuHB2EO9YrO2z+8Cdcj2pp28OVG07d0Qy31vkyStm8BeQDDbD5LX4zxiwUkaV+5R4CegFdsMtCjgYeBR4HEJGiiBx30sudwHcVOjL/8ORff7XZ0j/80H6PRrZvf5kXXwyLFlnPv0h0s4sbY5ehW7DAzod3uaz3P5oyk5KsrNxcG+kgUcqi7t+vY8bYcPYPPoiOTH95779v2/raa/a7y6WZ4hVFURRFiRqOg30AhyXN+tikZ6rcKUoJ3Er2hcBjIpIpItOBX7G5Kvw5G3hDRPaJyG7gDeD6IFVfhM2XMS3iB3399TahWkyMDfMeNCjiIooxeLDNKl5Z8sBmM69smWefbbPPV6bMa6+tXJmXXFK5/53DDGNMbWPMT8aYLGPMRmNMwEyJxpgEY8yrxphtxpg0Y8zbxpgKrpWqKIqiKEcW6nlXFCXStAOcIrLKZ9tC4MQAZQ3edfI835saY2qKSLpf2WHAKHeIUcmK7JKSNwGcFW62eP8s6tH2nFa2PJV55Mg7/IhIFI6iKIqiKKq8K4oSeaoB/op3OlA9QNmxwN3GmEnYB/a73Nur+tbhXpHiRHyWjPRHRN4H3ge7HmzYR13Z2b4PRnZxlXlkyDtM8InC6SIimcB0Y4wnCuchv+JnAyPEJrbFGPMGMAJV3hVFURSlCA2bVxQl0mQCNfy21QAyApR9FpgPLABSgZ+BAmx4vC/XANNFZH0kD1RRlKgSLAqnc4CyQaNwShQ05iZjzFxjzNx58+ZF9IAVRVEU5VBGlXdFUSLNKiDWGNPWZ1s3wD9MFhHJEZE7RKSJiKQAe4F5IuL0K3oN8GnUjlhRlGhQniicesaYhhSPwimGiLwvIr1EpFfPnj0jesCKoiiKciijYfOKokQUEckyxvwIPGWMuRE7z/Vc4Dj/ssaYJoAA24G+wGP4hcYbY44DmlDRLPOKolQ24Ubh1MJG4eQBHwA9KBmFoyiKoihHLep5VxQlGtwGVME+eH8F3CoiS40xzY0xme457ACtseHyWVjP+kMiMt6vrmHAjyIS6IFfUZRDl2hE4SiKoijKUYt63hVFiTjupFPnBdi+CRtK6/k+FWhZRl03R/jwFEWpBCIdhaMoiqIoRzvqeVcURVEUJVpEMgpHURRFUY5q1POuKIqiKEpUiGQUjqIoiqIc7ajnXVEURVEURVEURVEOcVR5VxRFURRFURQlKMaY2saYn4wxWcaYjcaYK4KUSzDGvGqM2WaMSTPGvG2MifPZ39IY87t73w5jzJvGGI0EVpQQUeVdURRFURRFUZTSeAvIBxoAVwLvGGM6Byj3ENAL6AK0A44FHvXZ/zY2B0YjbBLLE7G5MRRFCQFV3hVFURRFURRFCYgxJgm4EHhMRDJFZDrwK3B1gOJnA2+IyD4R2Q28AVzvs78V8K2I5IrIDuAPIJARQFGUAKjyriiKoiiKoihKMNoBThFZ5bNtIYGVbuN++X5vaoyp6f7+OnCZMaaqe4nI07EKfMmKjLnJGDPXGDN33rx5FW6EohwJqPKuKIqiKIqiKEowqgHpftvSgeoByo4F7jbG1DPGNATucm+v6n6fglX6DwBbgLnAz4GEisj7ItJLRHr17NmzYi1QlCOESlXeNdmFoiiKoiiKohxWZAI1/LbVADIClH0WmA8sAFKxinkBsMsY4wDGAT8CSUBdIBkYEY2DVpQjkcr2vGuyC0VRFEVRFEU5fFgFxBpj2vps6wYs9S8oIjkicoeINBGRFGAvME9EnEBtoBnwpojkicheYCRwRvSboChHBpWmvGuyC0VRFEVRFEU5vBCRLKy3/CljTJIx5njgXOAz/7LGmCbGmMbG0g94DHjcXc8eYD1wqzEm1hhTCxiGnT+vKEoIVKbnXZNdKIqiKIqiKMrhx21AFWzk61fArSKy1BjT3BiTaYxp7i7XGhsunwV8CjwkIuN96rkAOA3YDawBCoF7K6kNinLYU5nzxMuT7GISEEPxZBfp2GQXw7HJLmKwF4efAwkVkfeB9wGeeOIJqVALFEVRFEVRFOUoQ0T2AecF2L4J+4zv+T4VaFlKPQuAQZE+PkU5WqhMz7smu1AURVEURVEURVGUclCZyrsmu1AURVEURVEURVGUclBpyrsmu1AU5Uhn3sY03pq0hnkb045YmQejjVNX7ea1CasqRabLJazemcHrf61mxNgVldbOWev28ujPS5i0YmelyFMURVEU5fCjstdGvw34GJvsYi8+yS6AZUAn99yZ1sAooD6wmcDJLl4D/gU4gUlosgtFUQ4CuQVOlm5LZ/TCbYyasRERSIhz8MWN/ejZIjlicuZtTGPmur30S6lDq7pJrNyRwV/LdzIydQMiQnxstGTuoXW9auQ7hXFLtvP7kh22jbEOvhwenTa2q1+dnEInc9bvY8rK3WxKywbg3clr+SLCMlPX7OGnBVsxwI4DeSzYlMaB3MKi/SNT10elX/9avpNqibGkZxcwddVulu+wM8i+mbOJr2/qH1F5iqIoiqIcGVSq8q7JLhRFORL4dcFWPkndwIGcAjbuy6bAWTwXZn6hi5nr9kZMAZu3MY1L35tBoSt4zs2CCMuctHIXN3wyh2Aio9HGy96fUaIvi8l0Rlbm7PV7ufLDWfhLrJYQS2aeVeAj3a9/Lt3JTZ/NLSHTQ6FTIipPURRFUZQjh8qc864oinLYM29jGnd/s4B/Nu1nze4sCpxC+wbVOaVjfYx7gUuHMfRLqRMxmb8t2lZMcY+LMXRvVouTO9Yv2hYb44iozA+mriumuKfUTeKy3s2Ii7GNFKBPq9oRkzdz3Z5iinvLukk8OLQ9z5zbhViHd+XQSLbx27lbipRoA5zdrRGpD53Ep9f3wSPSRPhcfpK6oZji3j+lNo+c0ZGEWAcxxkZtRFKeoiiKoihHDpUdNq8oinJY89uibYhb+3IYuPOkNtx7SnsA3puylufHrqBJrSoR9Zym5xQUfU6IdfDFjX3p1dIqzld9OIvpa/ZwYc+mEZMpIqzbnQnYNsbHOnjp4m70bJHMxT2bcsOouezPLqDA6YqIPIB61RKKPifGOXjZLQ+gXo0Ebv5sHrEOB50a+S9aUn52Z+QCVnFPiHNw7XGtaFyrCo1rVeHOk9rw+l9raN+wWkT7dcPe4v36wNAO9GyRzLEtkoumRajXXVEURVGUQKjnXVEUJQw8irTBKl8ntPN6v689viXVE2PZuC+bNbsyIyJPRJi1fh8Al/ZuypfD+xUp7gDXHd8SgH8imFhtweb97DiQR62qcdx3Srtic757tqzNlX2bAzBm0faIyfTM+T62ea0Sc8yHdm5I92a1yHe6mLRyV0Tk5eQ7mbvB9tmNA1uVkHn9gBTiYgzLt2ewNzMvIjJX7Mhg6/5cqifGcq9/v7ZI5vbBbVRxVxRFURQlKKq8K4qihIivIn1J76YlFL6E2BhO69wQgDGLtkVE5ryNaWxJy6FhjUSeP/+YEsrdwLb1qFkljhU7MljpVoAryi8L7LFfeGxT7jipbQmZZx3TGIA/luygMALe90Kni9ELrSHgP2d3DqjAntm1EQC/LY6MwWDC8p1k5Tvp1qwWj5zZqYTMmlXiOL5NXVwC45dFJgP86IW2X8/p1pg7A/SroiiKoihKaajyriiKEiJlKdIAZ3Wziu3ohdsQCZ58LVQ8ivQ53Rvj8Jn77SE+1sEZXa3B4NeFWyssr8DpKlIyz+/RJGCZDg2r07peEvuy8kldu7fCMlPX7mVPZh6t6ibRrWnNgGVOd7dx4vJd5OQ7KyzT06/nus9XQJldrMyxS3ZUWJ6IMHqRV3lXFEVRFEUJF1XeFUVRQuTnBVY5DqZIAxzXug7JVeNYuzuLFRX0hBc4XUWe5nO7B1f4zi4yGGyvsMFg+uo97M3Kp039anRuHHh+uTGmyPseiQiDn+fbfj23e2OMCdyvTZOr0q1ZLXIKnEyuYOj8/ux8pqzahcPAWd0aBS13SqeGxDgMqWv2kJ5dELRcKCzYvJ/N+3JoUCOB3i0jl+hPURRFUZSjhzKVd2MJ+ARnjKlhgj1pKYpyWBHJsW6MqW2M+ckYk2WM2WiMuSJIuQRjzKvGmG3GmDRjzNvGmDi/MpcZY5a761prjBkYXssiQ4HTxW+Lylak42IcnNbFKoQVVWynrd7NPrciXVqitr6t6lC/egKb9mWzYPP+Csn0GCjOK0WRBjjrGNvGP5bsIL+w/KHzOflOxi3d4ZYZ2NPv4Uy3972iofO/L95BgVM4vk1d6ldPDFqudlI8fVvVptAlTFhesdB5z7SAs44Jbvg5VND7vqIcGehYVpQjj1A87/cAbwfZ9xZwZ8SORlGUg8k9RG6svwXkAw2AK4F3jDGdA5R7COgFdAHaAccCj3p2GmNOAUYA1wHVgROAdWEcR8SYumo3adkFtC1DkQa75BjYhG4V8YT/PN8q/2Up0jEOryf814XlNxhk5hUWKdLnlqFIt21QnfYNqnMgt5Dpa3aXW+af7rnn3ZvVomXdpFLLnu42ikxcsYvcgvKHzv+ywOPpL72NVmbFQ+edLiky5Jx9eITM34Pe9xXlSOAedCwryhFFKMr7MODJIPuexD5UK4py+BORsW6MSQIuBB4TkUwRmQ78ClwdoPjZwBsisk9EdgNvANf7yX1KRGaKiEtEtopIxSd2l4Of3XOkz+vRpFRFGqwnvF71BDbuzWbx1vRyycvKK+RPd6K0UJTMc7p7wti343SVz2AwfukOcgtc9GqRTLPaVcss7/G+j1lYfk+4J2T+vFKiGTw0q12Vbk1rkp1f/tD5bftzmLV+HwmxDoZ2blBm+aGdG2IMTF29m8y8wnLJnL1+H7sy8mjuPv7DAL3vK8qRgY5lRTnCCEV5byEiqwPtEJE1QMuIHpGiKAeLSI31doBTRFb5bFsIBPK8G/fL93tTY0xNY0wM1itfzxizxhizxRjzpjGmSiChxpibjDFzjTFz582bF+KhhkZmXiF/LrOe11CSjcU4DGd08WSdL59i++eyneQUOOkZoiLdrWlNWtSpyu6MPGatK18SOV8DRSh4kvONX7azXJ7wvZl5TF2120YOhOiRPqMo63z5POGeZHwnd2xA9cS4MkpD/RqJ9GyeTH6hi4krymcwGF3kdW9UpuHnEEHv+8phy7yNabw1aQ3zIrh85mGMjmVFOcIIRXkvNMYEdE+4t1c87a+iKIcCkRrr1QB/d3M6Nuzdn7HA3caYesaYhsBd7u1VsSH3ccBFwECgO9ADn7B6X0TkfRHpJSK9evbsGeKhhka4Hmnwhkf/Vs7Qed+556FgjOHsCoTO78rIZfrq3cQ6TNGybGXRqm4SnRvXIDOvkCmrwg+d/23xdgpdwsC2dalbLSGk33iU97+Wl89g8LNP9v5QOc1tiPljSfiGmAKni7HuOfqHScg86H1fwaMEr65UJbiiive8jWlc8cFM/jtuJVd+MDOkemav31thZX/uhn28OTG0vpqxdg93fzWfeRv2lVteGOhYVpQjjFCU90nAA0H23QdMjNzhKIpyEInUWM8E/CeF1wACpV5/FpgPLABSgZ+BAmAXkOMu8z8R2S4ie4BXgDNCPI6IEa5HGuDY5sk0qpnI1v05/LNpf1jy9mTmMW31HuvBD1GRBm8ivd8XbyevMLxnsjELt+MSGNS+PslJ8SH/zjPX/rdyRBh4Q+ZD79dmtatyTFHofHgGg1U7M1i+/QA1EmMZ1L5eyL873X0OJq3YHfYyddPX7CnKldC+QSD71SHJUXnfD0dxnLF2D2/8tapCCl+4iuq3czbx33ErKyQzdc0eXp9Q9nHP25jGZe/P4KVxq7j0vRnllplf6GLE2OW8+MeKkGRe8t4MXhq3kitCVLz9SV27h7xCFwLkFbqYWUYU0q8LtnLJezN5KQxl358Za/dw8bsz+O/4VWXWMW9jGld/NJtfFm7jkvfLJy9MjsqxrChHMqEo748CNxhjRhtjhhljTnW//wrcADwS3UNUFKWSiNRYXwXEGmPa+mzrBiz1LygiOSJyh4g0EZEUYC8wT0ScIpIGbAEqvlh6BdidkRe2RxrA4VM+3Kzzvy+289ZPaFuXOiF6pMEmkevQ0CaRm7pqT1gyPZ7+YGu7B8Mz733C8p1hKbab9mbzz6b9VI2P4dQQ5p774jFo/B5m1nlPorozujYiITYm5N81qVWFbk1rklPgDDvCwBOmf3a30pMOHmIcdff9H+Zt4aJ3U3l5/Equ/LB0pSp1zR6u+GAWr/y5msvLqfCFq6i+PXkN//fDYt6ctKbcMiet3MUVH87i1Qmry2zj1FW7KHDaS2+hS3hh7HJc5cil8fCPi3hnyjrenry2TJnfzNlUlK8jr9BVZNwLh4xcb14KAVrUCR4pJSK8OG5l0ffcQhdTVoU/NeadyeuKblJlGQz+WGKjjTzyyzIuRICjbiwrypFOmcq7e95qb2A/8AIwxv2eDvQJNpdGUZTDi0iNdRHJAn4EnjLGJBljjgfOBT7zL2uMaWKMaexezqYf8BjwuE+RkcCdxpj6xphkbObcMeVsYrkYs2ib2yNdLyyPNHjnhP8WZhK5Io90mIo0eMPBwwmdX7s7k0Vb0qmWEMuQjvXDktestl1/PTvfyaQwksh5jAWndmpA1fjYsGSeWY7QeRHhF3cERSgJAP3xLP8XTuh8boGT8Utt0sHDKGT+qLvvu1zCS+NWIAIugYIyFLC3J68tUtbyC118O2dT2DJ/WbC1mKJamrxCp4sPp3kX2cgvdPHBtPAX3XjjL+9pyysoXeauA3nFvs/ZkMbd3ywIK6Jn6/6coqglsMcdTKaIlFDsv5mzmb/CWKIxO7+Qn9zXzjrua/UP87YELf/DP1vZkpZTbNvvi3eQnlMQssy9mXnM9Ql/F6BRzcDLT4oIczZ42xgf66BfSp2QZZWHo20sK8rRQCied0RkrYhcLSKNRCTe/X61iByUJZsURYkOERzrtwFVsOHvXwG3ishSY0xzY0ymMaa5u1xrbLh8FvAp8JCIjPep52lgDtabvxwbYv9s+VtoPV6hzk0Eb8h8eRS+bk1r0qx2FXZl5PHIT4tDkunrkT6lU3geaaBo3vvYxdtJXROa9/3dyWsA6NMymcS40D3SHs5yK9OvhRCOC/Yh9mu3wtO5SfjZ15vVrkrXJjXJynfy0A+LQpL51exNbEnLoXZVu3Z7uHiWjPt98Q5mrgutXyevtBnquzapSasylsE71Dia7vs/L9jKDh9l1RgTVKnaeSCX2euLz1X+Yf7WsJRMgIWb9xf7XqtK8OSJP87fyr6sgmLZPf9YsoOnxyyj0OkKSd7qnRnFZArQNcjYO5BbwG/uqJZLezflP2d1JCk+htELt3Htx3M4kBuacjti7IpiRksR6NUiOWDZsUt2sHZ3FrWqxnHXSW04sV1d8p0uho+ayxezNoYkb+TfG9idkccxTWsy9p6BVE+IZdLK3UxcUfLcpGXl89zvywG486Q23HRCCvWrx7NmVyZXfjiT/dn5Icl8bcJqsguc9Ghei+7NagHw5axNAaMU/liygwWb7bX99sGt+eLGfvQM0h+R5Ggay4pyNFCm8m6MOd4YMyLIvhfc3jJFUQ5zIjnW3Uu/nSciSSLSXES+dG/fJCLVRGST+/tUEWkpIlVFpL2IfOFXT4GI3CYitUSkoYjcJSK55W3jtNW7uejdVDs3sYwQToD1e7JYuHk/cTGmyJMTDsYYerWwiuLXczaHJPMdtyLdq0Vy2B5pgF0ZeRhjQ12HjZxd9jzTDfv4fp71Vk1fs7dc4bjN3aGpq3ZmhjRv9Pu5W9i2357Gl8eXbw5vt6a1AGtcKatf521M47Ff7KyN9NwC5vspTqGwNysfA+Q7XVzzUdn9CjAqdQMAPZrXClveweRouu9n5xcy4o8VAEVLBxoD9asHnq7y8viV5Dtd9GmZzAOntmNo5wYUOoWbP5tXNEWiLP5es4eFW9KpGhdT9N/4cf7WgIkt8wqdvD7BOkfvGtKGB4a255YTU4iLMXw0fT0XvpPKKyGMoed+X45LbKRL02S7YMeMIF7wT/7ewIHcQvq2qs2IC7tx/YAUvrm5P/WqJzBj3V7OfmM6L4xdXqrMfzal8evCbcTHOnjrih7UTopHgCXbDpQoW+h08V93+Pr9p7bnvlPb88l1fbhrSFtcAo/8tIR7v1lQqtE1LSufdyevBeCh0zpQv3oi95zSDoCnRi8rETHwwtgV7MvKp39KHe47pR3/PqMjP98+gBZ1qrJk6wEu/2AW+7JKV+DX7Mrgy9mbcBgYceExfHp9H+pWS2DuxjS+9/P4Z+UV8tSYZQA8fEZHHhzaoVIU96NpLCvK0UIonvd/A1OD7JuMzpdRlCOFI36sL9qyH8/zcWkhnB48oaoFTuH6T+eUS8lMivd6sssKx523MY2v524G7IN1eeTNXLe3KEtAobPsOZW/Ld5eFALsdJXdJ4FYsyuz6HO+s+w6fvFRcsrqk2AkxHlvX2XVMXPd3iIPYHnnmfr+piCEfp2xdg+p7jLfzNl8uC1bFbFrgTGmtjHmJ2NMljFmozHmiiDljDHmGWPMVmNMujFmsjEm0PKSITN7/V7+V0aUzbtT1rHzQB5dm9TknSt7cm73xhQ4hefHLi9Rdum2dL6bt4VYh2HERd2446S2vHtVT245sTWFLuGur+czYuzyUpPQiUiRseC2wa357Ia+1EmKZ97GNMYvK+kh/nLWJrbuz6F9g+rcNaQdtw9uw0Ond+SLG/tRIzGWhVvSeWPimlLnzU9dtZtJK3dTPSGW5y7oyptXHAvAx9PXs21/8bDx9JyCouvePSe3K9repUlNfrz1OJrUSmTjvmzenbIuqEwR4Wm3onrjgFaceUxj/nvxMYAN3ff3an87dwvr9mTRsk5VLuvdDLCGz/tOaceIC7viMPDT/K2lGl3fmrSGjLxCBraty3Ft6gJwTf8WtK1fjQ17s/lo+vqisrPX7+ObuZuJj3HwzPldinJRNK5VhW9u6k9K3SSWbz/AeW/+XWqived/t5EFl/VpTrsG1alZJY7Hzupo941dXkz5f+Ov1WxPz+WYpjW5ok/zgPVFiSP+vq4oRxuhKO/dgT+C7JsARHZNJkVRDhbdOcLHer+UujjccacxjuChsR6KKWzlVDJ95zrHxpQ+x3H66t1FxgWXq3xKZr+UOsTFuC/thjLbWMXHuBBXzjmY/VLqEOPuWEcpIccectzz1B2m/DLPcIexQ9n96hseXN55puH26xif7PuFIRg0DjG6E7lrwVtAPnbpxyuBd4Io5RcD12OXhawNzCBAnoxQmbdhH5e/P4uXS8kAvnV/Du9Nsd7a/5zdCYfD8NDpHagSF8Pvi3eQutY7PUJEePa35YjANf1bFk2DMMb+5sGh7RGBd6ass8uUBVEyf1+8g0Vb0qlXPYHrB7SiWkIsdw2xuT1f/GNFsTD4rLxC3pxoI3EeGNq+aIwB9GlVm8t9lMC8QlfABI6FThfP/GYV6dtPakPdagl0b1aLM49pRF6hi1f/XFWs/Mi/13Mgt5B+KbXp37r4f7xZ7apccGzTYjJ/W1wy2uDXhduYv2k/daslcNvgNgAMbl+f41rXIT2ngP+52wSQk+/k9b/sMdx/anvvGHNzae/mxWTmFriY7JdbY0taNqNm2ND6f53WoWh7XIyDx8+2f7U3J65hR3ou+YUuHvlpMQC3nJhC63rVitXVsGYiX9/UjybJVdiUls3bk9cGTBCYumYPf63YRVJ8DPf6GDnO6daY49vUIS27gBfcBqBVOzP4aPp6jIGnz+1S7DxWAt05wu/rinK0EYryXgMIFi8aR+C1mwMShgU+wRjzqjFmmzEmzRjztjEmzmd/pt/LaYz5X6jHoShKQCI21g9VerZILvLsnNKpQalhiyLCnkw7D7YiSmbflDq0rW8fEB86rfRQyTpJ3lDd8srr2SKZj67tBUCMMXRp4r9qX3H2Zdn5q4Pa1Sv3HMyeLZK55cQUAHq1TC6zX9fttp76GwemlF9my9pFc0zvGNym1Do8Sd4b1UysUBs/uMY+58Y6DMc0LX2uflyMFWoo/7k8iETkWmCMSQIuBB4TkUwRmQ78ClwdoHgrYLqIrBMRJ/A50CnsI3czYfkunG5LWG6hiz+X7ShR5sU/VpBX6OLMYxrRu6Wd3tKoZhVuG9QasOHWHmX6r+W7SF27l5pV4rhrSJsSdd0+uA1DOthkj4InIVzx3AgFThcvjbNe97uHtC2aFnN5n+a0qFOVtbuz+M4n3Prj6evZm5XPsc1rcXKARJKndm5IYqz3Me6Hf7awZlfxFTm/mbuZVTszaVa7Ctce17Jo+4OntifWYfj+ny2s2GFD2dNzCoo81L5ed18Gta9fXOa8Lazc4ZWZW+BkxFjbxgdObUe1BNtGYwyPnNkRY2DUjA1s2JMFwCepG9h5II8uTWoEXc3j8j7NifeR+eM/W9i8L7vo+6t/ribf6eKcbo3p4jePf0DbupzWuSHZ+U6eH7ucD6evY/WuTFrWqVpkWPCnfo1EzuvuNbrmF7oY+bfXc+90Cc/8ZhXzWwe1pp7PFAtjDE+d24X4GAffzt3C7PX7ePTnJRS6hCv6NKeb+5pViRzx93VFOdoIRXlfAZwaZN+p7v2hEqoF/iGgF9AFaAcci13uAgD3nNlqIlLNXVcO8F0Yx6EoSkkiOdYPWTxrdm9PL33q/Ja0HNJzCqmeGMv9p7arUHKh491hnNllZEbPLrDLHHVrWrNC8ga2rUeb+tUodAnLt2eUWnaBe/73bWUowGXhWat9097sUstt2pdNWnYBdZLiefj0is37PKGdXas9I6+w1HILNu0HYGjnhhWSd2L7+rSqm0SBU4opLIHYk2lDZk/t3KDSElNFkEhdC9oBTnfGaw8LgUD3/a+BNsaYdm5j/TCCeAyNMTcZY+YaY+bOmzcvoOCTOzUgwUfh+2bOZpZsTS/6Pm9jGr8ssHOyH/Lx1gIMPyGFpslVWLEjg6/mbKbA6SpKbnb3kLbUqhpYF7ptcJsio40AS7cdKJa47Os5m9mwN5tWdZO41G1EBBsN8sCp7QF49c9VZOcXsj87n/en2vD1B4d2CLjMYM8WyXwxvB/3nNyWrk1qsD+7gMven8Wqnfa/eSC3gFfG265/6LSOxZJRtqybxFX9WiBi53+DNRZk5BbSP6VOUGOTR+a9J7elW9OapOcUctn7M1i6zfbth9PWsS09l46NanBxr2bFftu5cU0u6NGUAqfw4rgVpGcXFOX4+L+hHXAE8Uj3bJHMV8P7ccuJKTRPrsrW/bmc//bfLNy8n5U7Mvhxvp3KcP+pgQ0Oj5zZkYRYB78s2MbL42x/PH1el1KTc57UoQGJcY6iBIFjFm3n+bHLcbqEH//ZwrLtB2hUM5EbBqSU+G3retWKjJnXjpzN7PX7qJEYy/8N7VCibCVwVNzXFeVoIhTl/VXgPWPMBcYYB4AxxmGMuQB4F3glFEFhWuDPBt5wJ73aDbyBDacLxEXYjNbTQjkORVGCEpGxfqhzjDvR2dJtB8gvDJ6p2ZPUrHfL2tw+uG2FlC+Ph3hBGYnS5ruVzCv7taiwsudJ6Oaf1dqX7PxCVu44QIzDBM08HSqt61WjWkIs29Jz2XUguGHE0wfdm9Wq8LrnPTz96u63smRGInFcN7fHvaxz6dl/7yntDjfFHSJ3LaiGXZLKl3QCe/u2Y+/jK7EG+YuBewNVKiLvi0gvEenVs2fgqN+eLZL5cng/7jqpDZ0aVSctu4BL3pvBpBW7cLm8c7KHD2xFs9rF1wJPjIvhkTPs3OWXx6/krUlrWLcni1ZuhTcYPVsk8/VN/Tmve2NiHYbfF+/gge8WUuh0kZVXWJR47sGhJcPDz+zaiGOa1mRXRh4j/97AO1PWFs3h9g9f95d5z8nt+Pbm4xjYti57MvO4/P2ZrNhxgLcnrWVvVj69WyZzRteGJX5750ltqJYQy+SVu/ljyXY+dnuX7z0lsBLsK/Puk9vxzc39Gdy+HmnZBVzxwSwmLNvJ2+6kcY+d1TFgePgDQ9uRGOfg98U7uPPr+RzILeS41nUY2LZumTIfOr0jY+4ewIA2ddmTmc+l78/gps/mImIjqVrUCbyiQ7PaVTnX7Ul3iuAwlJkMtGeLZL64sR8PDG3HjQNbEeswvDdlHRe+k8qTo23yyweHti827ciX2wa3oUH1BLLzrcE2p8DJmt2ZActGmaPivq4oRxOhrPP+JfAidhmnXGPMNiAX+AQYAXwToqxwLPC+K6J4vjc1xgR6uhwGjJJAaVoJzUKvKEpEx/ohTc0qcaTUSyK/0FUULhqI+ZvsHMceEQhz7OajvAe5VBXtj5TM7s29MoOxaEs6LoEODasHfQgNFYdPKHlp2dw9BoqIKNLuflq8NT3oklkiUsxgUFE8dZRmFNmdkceWtByS4mNoW//wi0qN4LUgExu260sNIFDYwuPY9aibAYnAk8BEY0zVAGVDomeLZO47tT0/3X485/doQna+kxs+ncNVH81iweb91Koax22DAodOn9alIf1T6rA/u4DX3Er3w6d3KBa+HUzma5f14JPr+lA1PoYf52/l1i/+4d0pa9mTmUe3pjWLlh30xeEwRREA70xey6fulQoeHNo+pLZWiY/hg2t6cWK7euzNyufid1L5wO25f/TMTgENZXWqJRR5iG//8h8ycgvp2qQGfUJcSjExLoZ3r+7JKZ0akJ5TwI2j5pKd76R3y2SOax1YGW9UswrDB1qZU1ftBuw89VANeTUS4xh5XW8u6tmU3AIXG92RPhNX7Co1MWGTWlWKPhsIKQdFzxbJ3D64LY+e2YnPbuhL9cRYFmzeT2aeE2Ogee3gf83EuJiiyCAofw6TinK03NcV5Wgi1HXeXwGaAOcAD2A94wOApsCWUn7qSzgW+LHA3caYesaYhsBd7u3FrpTutaJPxF6Ugh17mRZ6RVEsERrrhzyheMKLFL4IKJkt61SlZpU4dmfkBQ3X35Gey/b0XKonxJZIolQeuofgeY+kUutbT2ky5xfJrLg3unZSPC3qVCWnwMnKnYHD2Lek5bA3K5/aSfGlPmyHSrcw/jvHNK1V2cmpIkaErgWrgFhjTFufbd2ApQHKdgO+EZEtIlIoIp8AyVRg3ruHhNgYXrmkG3ed1AaXQOpaq0Rl5RWyIsj0B2MMF/fyJkpzGMJaLnJA27p8fmNfaiTG8ueynUVJ2s4/tklQRfW4NnU5sV09MvMKyS1w0S+ldlGkUCgkxsXw3tU96dkimYw8J04RYoyhMMCa4x5uGJBCctU4PLavlTsyw1oZISE2hrevPJb+KV6Ff9GW9FLr6OsTku9wL2sZDnExDl666BgGtPEaCMpKCjmgbT0SYx3ElDN/Sf/WdYolCDTArPX7Sv3NZX2ak1ABmZHiaLmvK8rRQkjKO4CIHADmAfWA54H52Hnpd4dYRTgW+Gfd9S8AUoGfgQJseLwv12AT3KxHUZSIEIGxfshTlvKeV+hk6dYDGENEEgwZY4rqCabYLthsH3a7NasVdO5nOLRvWJ34WAfr9mSRnl0QWGaRFzwyYd1lKbZ5hU6Wb7P9ekyzioXpeyjrXHq2d2tas8Jh+gAdG9UgLsawZncmGbmB+9UTtREJw8/BpKLXAhHJAn4EnjLGJBljjgfOJXAW+TnAxcaYBu6w3quxCbXWBCgbNsYY7ju1Paf5eL3L8oZuT88tFgI4swxlzZ9jmyfz7S39qVW1KN8uL4wNvvQY2GzlHuZv2h/2EoOJcTGc2M6r1Aqlt7FKfAx9W3mVyvIsFxkX4+C4NnWL+qosRXrh5v34DsXyeKSNMdx7ig3BD0U59szVv+/U9uXOQTG0c8MieaGsWuGZulERmZHiaLivK8rRQpnKuzEmzhhzoTFmNLAVuBn4Ces1v0REQk0UF7IFXkRyROQOEWkiIinAXmCeOwOtL9dQitddUZTQieBYP+QpS+Fbtu0A+U4XretVo0ZiXMAyYcssY670/Ah7weNjHXRpbO2lC7cEk5kWUZmecP9FW9KLJeryEJV+LWPe+4IIevrBKkedGtVAxIbrlyYzEtMfDgYRvhbcBlTBGt+/Am4VkaXGmObu1WI87swR2Kl0C4D92PnuF4rI/gg0qYjhA1NC9ob2S6lDQhjKWiA6NKzBJb2aFSm2ZS05ueNAbshKcDCOb1MvLCVz+MBWxMdUzEN8XOu6RX0VUr/GVqxfwTsvPVTl2IbBlz8xZ7jyIiGzohxN93VFOVooPWOHZSfgws6PeVxE/gEwxtwWjiARyTLGeCzwN2LXnjwXOM6/rDGmCTZZ63agL/AYcINfmeOwYUB64VGUyBCRsX440KFhDeuV3p1Fek4BNasUVySjoXyV5ZVeEMG54L4y/9m0n4Wb9xebfwmwPT2HnQfyqJEYS0rdwImewqV+jUQa1Uxke3oua3dn0rZB8VlRkQ7T962rLM97JL3g3ZrVYuGWdBZs3l9ibq/TJSzakh5xmZVMxK4FIrIPOC/A9k3Y6XSe77nA7e5X1PB4Q2eu20u/lDqlKlUeZS2UsqUxtHNDRs3YQEGhK2SDQShlI3XcPVvW5qubKtbOcGRGql89dVWmYlzZ8iLAUXNfV5SjhVCU90XYuTF9gdXGmPUiEl4cl5fbgI+xFvi9+FjggWVAJ/cNvTUwCqgPbAYeEpHxfnUNA34UkdLX61EUJVQiOdYPaeJjHXRuXIP5m/azaMt+BrYtrth6kqpFWuED6611uqTYXOhCp6vIixsNxTaQ593TxkiF6fvK3J6+gwWb9wdV3iNpoOjUuAbxMY6iMPbqPh79AqeraHmw7mHMHS4Lm8l/Y8ApEGt2ZZKZV0iTWlWoXz0xYjIrmSP6WhCOAhYJZe1gKLbhHnek2lmZ/aqExBE9lhXlaCSUbPODsMr0eGyiix3u8Jsk7Hy0kHEv/XaeiCSJSHN3FkxEZJN73fZN7u9TRaSliFQVkfYi8kWAum4WkUDLzCmKUg4iOdYPB0pbSs3reY/cw2Xdagk0Ta5Cdr6TNbuKLxm0amcm2flOmtWuQp1qCRGT2b2ULPfRCu0uLcKgyCgSQZkJsTF0bGzD2D0ebw8rtmeQV+gipW4SNatG7i/sMeos3FwybN6Tu+Aw9rofddeCyiCc8OmDHWqtHDnoWFaUI49Qs81vFJGnRaQtMAQbzu4CFhpjXozmASqKUnkcTWO9R5Cl1PZm5rFpXzZV4mJo16DiWd998Sq2xR0fkZ6X7aF57aokV41jT2Y+W/fnFJcZ4WR1HoJ5+337tX2DyC6fFiyfgG8SwEjSqk4S1RNj2XEglx1+qwcULYV3mM5393A0XQsU5UhGx7KiHFmEnG3eg4hMF5GbgIbAnUDXiB+VoigHnSN9rHs87ws2pxfzSnuX+apJbEzYl8hS6VGkvBf32HqUzEgrfMWz3HtlFjhdLNq6H4i8Ytu1SU0cxnq9cwu8OUY9ynzXJpHvV4+Xe75f0rpIJwH04HAYn/9PcZnRmNd/sDnSrwWKcrSgY1lRDn/K/QQlIrki8pWInB7JA1IU5dDiSB3rLepUpVbVOPZk5hXzSkdjvruHYMvFRVVmkZLp9fav3JFBboGLFnWqUjuMtatDISkhlnYNqlPoEpZu8xoMFkSxjZ6IBf/pAQujqEgHijDIzCtk1c4MYh2GLk0isxTeocSRei1QlKMNHcuKcvgSWfeHoijKYYIxxmfeu4+SGYX57h66NK5JjMOwcmcGOfnWK52RW8Ca3ZnExRg6NaoRcZndA3jeo72UmUemryd8fhRltgxgiEnPKWDt7iziYx10jEK/BjLELNqyH5fYteAT42IiLlNRFEVRlKMbVd4VRTlq8Z+D7nJJkTIWyYzoHqrE2/neTpewxO2VXrQlHRHo1LhmVBQ+3yz3hU4XEJ3EcYFkLnQnkHO5JCpLtnnwNcR45Cxye8Q7N7bLAkaabs1quuXY1QN8ZUfjv6MoiqIoiqLKu6IoRy09/LzSa3dnkpFXSOOaiTSoEZ1lvvw9ttH2gtdOiqd57arkFDhZtTPTLdOTET062ay7+xlF1u3JIiO3kAY1EmhUs0p0ZboNEwuibKCoXz2RJrWqkJlXyLrdtl+jbRRRFEVRFOXoRpV3RVGOWo5xZyn3eKWjOffcQ/dmxTOjz9/kVqSjqPD5zs/2DSePRpg+QNv61agSF8PmfTnszcyrlCRu3f1WD6gMmd18zqWIHJHJ6hRFUQCMMbWNMT8ZY7KMMRuNMVcEKZdgjHnVGLPNGJNmjHnbGBPnV+YyY8xyd11rjTEDK6cVinL4o8q7oihHLXWqJRTzSs+P4nx3D77roFeWwufr7fd4/KMVTg4QG+Ogq9swsnDLfm82/Sh5+gG6u8PmF29Np8DpimruAg9FORO27Gdbei67M/KoWSWOVnWToiZTURTlIPEWkA80AK4E3jHGdA5Q7iGgF9AFaAccCzzq2WmMOQUYAVwHVAdOANZF9cgV5QhClXdFUY5quvl4pYu84FH0vLetX52q8TFsScth4ZZ09mTmk1w1jhZ1qkZNpq+3v7K8w75h7JURTp6cFE/LOlXJK3Tx1/Kd7M3Kp3ZSPM1qRydMH3ynB+wvFkFhjImaTEVRlMrGGJMEXAg8JiKZIjId+BW4OkDxs4E3RGSfiOwG3gCu99n/JPCUiMwUEZeIbBWRrdFug6IcKajyrijKUY1HAft7zR7vMl+No7fMV4zD0NW9jNinqRuKjiGaCl/nxjWJdRhW7czg7zV7gOh6wcHbrzPX7WPFjgwchqJ2RwuPIWbk3xvs96Y1o9qvXXzWtJ+5bi+gIfOKohyRtAOcIrLKZ9tCIJDn3bhfvt+bGmNqGmNisF75esaYNcaYLcaYN40xAa2sxpibjDFzjTFz582bF6GmKMrhjSrviqIc1Xi80uOW7sAl0KFRdarER3eZL4+CN2bRNvf36CrSiXExdGhUHZfArPX7gOglyPPgaePsDftwuoR2DaqTlBBbKTI9bYx2v/quaf/zfHsuNdO8oihHINWAdL9t6diwd3/GAncbY+oZYxoCd7m3V8WG3McBFwEDge5AD3zC6n0RkfdFpJeI9OrZs2eFG6EoRwKqvCuKclTj8UoXOO1yX9GcI+3Bo2QWyawEhc8zPxugbrV4miZHL5wcoFHNROpVTyj6Xhlt9Pd6R3P6g7/MzLzCgMegKIpyBJAJ+Gc4rQFkBCj7LDAfWACkAj8DBcAuIMdd5n8isl1E9gCvAGdE/pAV5chElXdFUSJOpLLSGmMmG2NyjTGZ7tfKSB+rxyvtoTKUr25+Mvy/RwPfdlXGvGxjTDGZlWEU6dS4BvEx3ttadx+DRbTwPXcpdZOoVTU+6jIVRVEqmVVArDGmrc+2bsBS/4IikiMid4hIExFJAfYC80TEKSJpwBZAKuWoFeUIRJV3RVGiQUSy0rq5Q0SquV/to3GwvkpmfGz0k401qplIrarWRtG4ViI1q8SV8YuK49vG+j4e8cqSGa3M9r4kxMbQsbF1DiVXjWONe/31aOIb0RDN5HiKoigHCxHJAn4EnjLGJBljjgfOBT7zL2uMaWKMaWws/YDHgMd9iowE7jTG1DfGJAP3AGOi3ghFOUJQ5V1RlIgS4ay0lYKv8vzg94uYtzEtqvL+2bSfAzkFAOxMz4u6PIB0tzyA7+dtrRSZST65Ax76Mfr9CtCkViIAadkFXPnhzKjLzMzz9uvfa/ZWShsVRVEOArcBVbDh718Bt4rIUmNMc3dkXHN3udbYcPks4FPgIREZ71PP08AcrDd/OTbE/tlKaoOiHPao8q4oSqSJSFZan23PG2P2GGP+NsYMCia0IllpxSeAr6DQVZQ5PFrMXLe3SKYgUZcHNombp6Odrui3EeBArlexrYx+BWhY0+v9rgyZczZ4lXWXVM65VBRFqWzcRvbzRCRJRJqLyJfu7ZvckXGb3N+nikhLEakqIu1F5Au/egpE5DYRqSUiDUXkLhHJPRhtUpTDEVXeFUWJNJHKSgvwLyAFaAK8D4w2xrQOJLQiWWmHdGxAYpyDGANxsQ76pdQJ6/fh0i+lDgluefGVIM9fZmW0EeD4NvUqtV8BzuzaqNLPZWKsA0clnktFURRFUY5Oortuj6IoRyPhZqWthc1Kmwd8gF02ZheAiMzyKfupMeZybFba/0XygHu2SOaLG/sxc91e+qXUoWeL6CZXq2x5KjPK8oZXbhsVRVEURTk6qVTl3RhTG/gIOBXYAzzsCbvxK5cAvABcip1f8xVwt4gU+JS5DJsAozmwA7hWRKZFvRGKopRFUVZaEVnt3hY0Ky1wh/uFMeYm3Flpg9QtFA+zjxg9WyRXquJV2fJU5pEjT1EURVGUo5PKDpuPSAZqY8wpwAjgOmwo7gnAuqgeuaIoIRGprLTGmFrGmKHGmERjTKwx5krsWB9Xea1RFEVRFEVRlEODSlPeI5yB+kngKRGZKSIuEdkqIluj3QZFUUImEllp44BngN3YSJ07gfNEJOJrvSuKoiiKoijKoU5lhs0Hy0B9YoCypWWgzsR65X81xqwBEoGfgQfdIbjFK7JhuDcBnHXWWRFohqIoZSEi+4DzAmzfhE1o5/k+FWgZpI7dQO/oHKGiKIqiKIqiHF5UZth8pDJQN8B65C4CBgLdsQmuHg1QT4UyUCuKoiiKoiiKoijKoUBlKu/hZqCej81AnYr1rBdgQ3A93vX/ich2EdkDvILNQK0oiqIoiqIoiqIoRxyVqbwXZaD22RY0A7WI3CEiTUQkBdiLOwO1iKQBW7BZpxVFURRFURRFURTliKfSlPdIZaB2MxK40xhT3xiTDNwDjIl6IxRFURRFOTLZPBumvWzfFUVRFOUQpFLXecdmoP4YG/6+F58M1MAyoJM7oVVrYBRQH9hM8QzUAE8DdbHe/FzgW2yovaIoiqIoSmg4C2Dj3zB3JCz/BcRAbAIM+xWa9Ymu7JVjYWMqdDw7+rI8bJ4NG6ZBy4FHrsyNM2D9VGg9uPLaqCiKUklUqvIeiQzU7v0FWEPAbRE/SEVRFEVRjlzW/AXzP4ecfbB1PuT55tIVcOZbZTOSit+6qbD0B3DEQdYu2JAK2bvtvlnvwbVjIitv82xYOwlqNQdHLOxebpXaTTMAgdgqkTdQrPgNlv0KSXWtzPQtsGs57Fpm98cmRlamywkz3oR1U2zdBdmwewVkbLf7p70cnX5dPR4adIbaKZCXYV/bFtj/U9eL1WCgKEpUqWzPu6IoiqIoysFh1Tj48pLi2+p1hEbdYNE3gIDDYb3EkSL1LRj/7+D7nXmRNRZsng0jTwdXYeXJXPUnfH1F6WUibRT562n4+9VS5B2Efv1nFAwbrQq8oihRozIT1imKoiiKohw85vum2THQ/w64fSZc8B4MuNduTmoATSK4tOz8UcVldjwbLvjAeos9xAdaNbecrJ1UXMGs1wFOeBAGPQyOGO/2SBoo5n/q88VAymA4/z04/SX7HcBE2Ciy7JfiMrtdDhd+GL1+XTeleL9WawDNj4M6PnmYC90GA0VRlCihyruiKIqiKFHBGFPbGPOTMSbLGLPRGBPQPWuMedcYk+nzyjPGBFpKtmJk73N/cFglr9O53n2D/23DzA9sgSU/RkZeQS7s22A/mxgr87i74JhLrIe21SC7b9nPIBFaRCeuqvdzbBU4539w0qMw6CG4/FuIiQdx2dD2SJGxy/3B3a+D/w3dLoO+N8Hgh+2uqnWg8bGRkZezH/ZvtJ89/drrehu2Pmw0pAyy+yLZr4k+hoDYKnDp53D9WDjvbZsnAQCBOm0iI09RFCUAqrwriqIoihIt3gLygQbAlcA7xpjO/oVE5BYRqeZ5AV8B30X0SArzYfsi+/m4O0vOv46Jg4EP2M9TRtg51RVlw3Rw5tr50Sc9Ulxmsz5w6ShIrGmT5q2fWnF5AHtX2fdWg0q2se3J0PcW+3nay5GRl5cB2+fbzwPvLSlz4AO2/Zk7YOlPkZG5ZgKIExoeE7hfL/kMEmu5+3VKZGTuXWvfWwwoKW/YGHssAKvGB/69oihKBFDlXVEURVGUiGOMSQIuBB4TkUwRmQ78Clwd4u8+La1c2GyaAfkZUL8TnPpU4HnJ3S633ve9qyOjaK4aa9+7XAgD7y8pM7Em9L/Tfp78fMW9xC4XrPzDfh76bOA29r8dYhJgxRjYtaJi8sAmcHPmQ/P+MOQ/JWU6YrxTEqa/Yo+xoqxwrw7c7fIg/VoDjr/Lfp70XMX7VQRW/G4/nxLgv9OsD1zyqY0CWPgl7FlTMXmKoihBUOVdURRFUZRo0A5wisgqn20LgRKedz8uBHYDEXJFu1nt9oi2PSV4mdj4yHnfRbyKdLvTg5frezNUSbbGhXWTyy8PYOtcm82+VnObET0Q1RvCsW77yfRXKiYPYLlbke5wVvAyx1wGNZrYzPOr/qiYvMI8WD3BLfOM4OX63GRD9TfPgrV/VUzmjkV2OkW1htC4R+AytVOgx1V2SsLk5ysmT1EUJQiqvB9FzNuYxluT1jBvY9rBPhRFUcJl82wb5rp59pEr82ho49FFNSDdb1s6UFYWsWHAKJHA7lJjzE3GmLnGmLnz5s0L/WhW/2nf255aejmP933Pqop533cucSt8DYIrfGC9xMdFyPvu8Ui3PxOMCV7uuLusl3jx97BvffnlFeZ5+7VjKcp7bLy3jdP+W7E2bpjmjqDoDMktg5dLqA7H320/V9T7vuI3+97+dLsaQTBOeNDmFFjyA+xcWn55iqIoQVDl3c28DfsqXbGtTJnzNqZxxQcz+e+4lVz5wcxKa+fcDft4c+Lqyu3XSjZSqFHkKGTVeBh9d+UqtZ+cCX89A5+eUzly10+DkWfAxEqSuXk2fHqWXf7p07Mrp42bZtmln/56uvL6VQSm/hcmPHE0GAwygRp+22oAQRPRGWOaAScCo4KVEZH3RaSXiPTq2TPErPBpG2DPSkioAc36ll42Nt6GYgNMebH83neP173tqaUrfGC9xFVqu73EE8snD7yh3R3OLL1ccgubNE+c8Pfr5Ze3bopVpBt0LV2RBjj2GusJ3zqvYvP7PYp0WW0E6H0jJNWzMldXYC56qP1aqxn0vA4QazBQFEWJMKq8Y5Wvi9+bUamK7XdzN3PhuzN4qZJkzly3h7xCFwLkFroYvXBbVOUBTFq5i4vfncF/x6/i8krq17GLt3Pxu6mV1q/zNqZx2fv2PF763gzmbNhX9o+Uw5uNM+060fM+sQp1ZShgC7+yc0pxeddKjjaTnwdXgQ0BrQyZ6yZbLx5SecstzfvEvfSTeNeEjjZ//gcmPg3TX608g8HBYxUQa4zxWUuLbkBpLslrgFQRWRfRI/F4h1sPtonpyqLbFVCzuVX4y+t998x3b19KyLyHhOoVn6O9e5Wdq18l2c4/L4sB9wIGFnwBB7aHLw9g+a/2vePZZZeNT4J+t9rP5U2W53LBSne/lhYy7yvTM99+0rPl69e0jbBzMcRXg1YnlF1+4H02G/2KMbBtfvjyFEU5ZDkUHHaqvAO/Ld6GSyhSbN+fuhanK0JLiwRARHjlT+8UwMpQpv2D576YtZHv5m6OmrzMvEIe/mERnl7Md/drNDmQW8CjPy/Bc+pyC11RbSNYY0GB0wosdAl3fvkPi7f4R4kqRxSz3gXPP9uZbz3U0UQENs/xfjcmsmslByJ9C2zxkemIib7MbN8boURuSalgOAttJnBfot3G/CyY+7HPMRzZa0KLbKbG8gAARbxJREFUSBbwI/CUMSbJGHM8cC7wWSk/uwb4JOIHE2rIvIfYeDjB7X0f+y/YOCM8eZm7rLc3JsG7bFlZ9B7u9kzPhZ9vC9+ws9LtkW53GsSEsAxcvfZW6Xbmw4w3w5MFNiLBo0iXFjLvS+/hdu319VNgy9zwZW6bDxnb7fz5Rt1D+02v6+3Uhe0L4aeby9Gvbq97m5N9loQrheoNoc9w+3nis+HJUhQlZFLX7OHFP1ZUiiLt0WMuedft7P2w8qKY/VHlHTiza2PiY71dMW7pTs59azpzo+RF/WXBNran5xbb9uWsjXw/b0tU5BU4XXw/bysAg9rV46QO9ShwCg9+v4j/+34huQURWA7Hh7xCJ7d8No8dB/IweA0H45bu5LGfl1DgjECmWT8KnS7u+HI+e7Pyixkqvp6zmSd+XUpOfmTbCLadf63YWWzbjgN5nPvWdJ74dSkHcgsiLlM5yBTkwsbU4tscMdGVueoP6/XxrN1sHGWHp1aUic/YB/p499Tkuu2gae/oyctJg0Vf2c/x1ez71jDmMpeHfz6B9E02AVVMgo0wiDYz34H8zOLbWgyIvtyDy21AFWAXdvm3W0VkqTGmuXs99+aegsaY/kBTIr1EXEGON0y7TSnJ6vyp0xYwkL0HRoUZJbFqnH1POdF6f0MhoRp0vsB+Xvhl+JEZntDu9iF4pD0MvM++z/7Ajvtw5G2aafsmuZXN4B8KVWpBnxvt54oYKNqfUfqcfl/iqkCXi+znRd+Uo1/DCNP3cPw99lq25k8Yfc+RHmFzWCEijF28vdKndEaCQ8HrWxrRPL4pK3fxf98v5D+/LOGer+czYMRErvhwFm9PXstl78+IuMx5G9P438TVjJy+nn99v4jez07gud9X4BRBsMr8zHV7IyozVEIwzR759GyRzFfD+zFz3R4KXfD17E0s2XqAi96dwYA2denSpAandGpIzxbJFZaVnV/IC2Pt0iy3D25NfIyDhZv3M3Hlbh74biF/LNlO1yY1GdC2XkTkgVVg1+3JolXdJD4Y1ou4GAffzt3MYz8v4du5W5i1fh+ndGrA6V0aVVim0yXc+80Cpq/ZQ91q8Tx5Tmc27M0mO7+QD6au57OZG1m5M4O3rzyWutVCsGCHyFNjljF11W7qJMXzzHldWL0rky1p2fz4z1Y+Sd3AH0u2c1KHBlzYs2nE+vWFsStYvyebBtUTuLRPM/q2qsPklbv4+O8NfJK6gV8WbOX4NnUZdlxLeresHRGZykFmzoeQtdMqz3Xb2TmUS36wSZFCfZAMB2ch/Pm4/TzkP9bLv/I3SP0fnPp05OWBXQd74dfgiIPrx9r55zuXWE9ZqB7EcJn6X6vAtxgAJz4Io861nsC+N9tw4kiTm+6dj3rGS7B9gQ3jnfIiXPV95OUBZO/zzi0++QmY/AIU5lrv+xGMiOwDzguwfRM2oZ3vthlAiJpuGGyYDoU51lNbvUHov9s80/vZE2UTaOm1QHgyqrc7LXR5AEl1fWS6IzNCkZmx00bLxCRA65NCl9e4BzTpZb39U/8LqW+WXKc9GMtH2/eOZ4V3/WveH3jVTkn49Cy7Rnqo/VoeRRrsknweCsPo1+x91mDriC19lQJ/kupAp3PtlIR5I+01NdR+VaJCenYBP87fwofT17M1LQeAxLg1fHFjv3I9F87bmMbMdXvpl1Kn1N9n5RXy2cyNLNiUxg0DU8r9PDhxxU5uGjUPp0uIcRhuOqEVXZvUYkd6Lmt2Z9KpUQ3a1K+GU8TOLtl5gN0ZeRXSX+Zs2Mf4pTtoV786jZOrcCCngAO5BSzbdoBVuzKpkxRP9cRYsvKcbNufwz+b0hCBhDhHhfu1U+Ma5BU4mbF2L5NW7GZTWnbQ3xQ4hb/X7CmXvJx8Jx9MW8f8TWnUToonIS6G9bszmbV+H/5B2M2Tq7Jlf7aN1hbo0+rgPNur8u6mZ4vkopM+fGAr3p28lnemrGX6mj1MX7OHD6et59Pr+3B8m7pl1FQ6705Zx44DuXRtUpP7T2mPw2FveN/O2cwjPy9mwvJdTFi+i7cmr+Wr4eX74/uSmVfI6xNsiP7/DW1PXIyNMLikVzO6NK7J9Z/MZuPebNu+1A18PbwfPct5YRERHv15Cb8v3kH1hFg+vb4PnRt7b5hDOjbgls/mMXv9Pk57bSpDOzfkgmMrrkx/mrqBUTM2Eh/j4P1retKzRW08Mwyv6d+S2z7/h01p2Xw5exNfz9nEixcdw0U9m1VI5p/LdjLy7w3EOgzvX9OLbs1qAXB8m7pccGxT7v56Pqt2ZjJm0XZ+W7Sdq/u34P5T2lOzaghzLZVDk5z9NksywOkv2rmPr3e3SwitHBva/MtwWfCFfcCt1cKGfjbvZ5X3OR9Zz05SncjL/PM/gNiwz4Zdof8ddo725BHQ6sTIGyn2rYfZ79vPQ5+xClbz/nbZrNnvexOHRZJpL0P2Xmh+nA0bbnG89Yqv+dOG5ZaWGby8TH8F8g5AymA7B9dZCJOesQaDUObRKuWnaIm4EEPmPbQcaMOkC92RcrGJof2uINebdC5c5b31SVaJdhXYp8Pmx4f2u1VjAbFz+hOqlVm8GA27WuUd8ea3KEvJFPFmtu94Tnjydi7BxuRJeIr03rWwewUk1ISWYUastB4MU1+y/YpAkxAjiVaPt0n9Wp5ocwmEQ80m3s/htFMJm1fGr2T1rkyObZFM/5Q61KueQJ2keBZu3s9P87eybX8Oqev2kltQPMLK4z0N9zl0wrKd3PTZXFwCMQ7D8IGtGNq5Ie0aVGfFjgzGLtmO0yWs2ZXJjLV7KXRrgROW7+Kbm/uHLS8jt4B/fb+oqJ5Cl/D25NDSgoz8ewNfhqlPiAjvTlnLi3+sRMouXoKCcvbr6IVbueebhaVOXTbAKZ0aMKRjfR7/ZSm5hfacpmXnhyXLY1R5Z/Ia0nMKSy3bP6U2T57bhXYNqjNr3V6Gj5rLgdxCNu7NPijOOQ2bD0DV+FjuO7U91x3fqmhboUu4adRcvp2zudzz4bekZfPeFDvv+/GzOxUp7gCX9G7GFX1aFH3PL3Tx5Oil7M2smFfmg6nr2JOZT4/mtTitS8Ni+zo1rsGlvb1KbIFT+L8fFrErI9e/mjKZtzGNyz+YyVezN5EQ6+DDYb2KKe4AxzZPZvSdA2jXoBp7MvP5YtYmLn43lW/nbCpf44DJK3fx5Gib++jFi46hZ4vig6hLk5pc1KtJUSi9S+CB7xYx7OPZzFy3lyArEZXK9vQcHvx+IQD/Oq1DkeLuoWOjGpzTrXGRTAFGzdhIv+f/4t8/Lebn+VsP6bAnJQjTX7Xe4ZYDrRIQV8WbCKmiyzsFIj/bu1bwkP9YJaJxDxv2W5AFM9+KrDyANRNg3ST7cHzCg3Zbn5sgsRZsSq1Yhuhg/PWkVRiOucy2zxgY9JDdl/o/yAuamLx8pG2wijrA0GetvKQ61jgCVnGKNOlbYJbbQHHyE/a97022nzdMKzkVQ4kcIuVX3pv1gWGjofUQ+92jrJbFhmlQkA0NjymuwIUq8+qf3FNWxEb6hMIKn3DycOl+hZ2O4yGU3A/bF0L6ZjvtpEmv8OR5jCIeEmuF9jtPG9udGlrSQV+a9bEe/moNAYEts8KTGa6nH+y12uE5Thc0DnFlBCUsbHjzGsYu2cGzvy3nrP9Np+9zf9HmkbFc+O4MPp+1iYkrd5Nb4GJAm7o8eGo7YtzP3wL0DdN7ujsjj//7YWGRV9bpEt6dso7z306l8+PjuPCdVD6ctp6Rf29g2uo9RQo3WF3iz2U7wpJX4HRx+5fz2Z2ZXzQVNcZhGNy+Hm3qFzfUNamVSN9WtWmeXLVoW7jh3Uu3pXPFB7MY4ae4N69dldM6N6RrkxpFz7cGOLVTA167tDsPnd7Ba9s3hn4poTkXCpwufl+8nSs+mMmdXy0opmM1S67CvSe34+lzO5MY6yDGWK/+zSe25tLezflieD8u6GGvsT/N30p6dunTVedtTOPVP1fy758WM2DERF4Yu6KY4m6AkzvW575T2hEf48BhIDHOwQNDO9CugY0C7JtSh8fP7gzAq3+uIq8w+LRcEeGj6et4a1Jkp2io8l4KQzs3JDHOnjxjICvfyf/9sIiT/juZ//t+Ydgn4oWxK8grdHF2t8b0CmCpOad7YxJjHUWDYtGWdAb9dzIfTV9frnniuzJy+WCatcz9+4yOmAAesxPa1S9qI8Da3VkMfXUqYxeHnnl23sY0Ln1vBjPX2RwB953Sjr5BBm2DGomcdUyjYsr0//2wmBs/ncPiLelhzZf56Z+t3DRqHi6Bu05qw3k9Aj8kHd+mHgnuNsY4DAmxDqas2s1l789k6GtTuf/bBSGfy0Kni7u/WsD+7AIGta/HDQNaBSzXv3VdEuLshSYuxtCtaU1yCpx8OWsT93yzwGbDP4jJLpQwSd/iTlQHnPKk1/vcc5h9GPR43yPJzLdtYqZG3b3zYAFO/D/7Put9a0yIFC6nN0T/hPuhqvsalVgDjrvDfp4yIrJGis2zbSbv2EQY8ph3e6sToVk/2z6PVz5S/Pm411jQxCcp3nF32eNYMQZ2LImszMnP2xDozhdA4+52W2JN6HeL/TzlxcjKU7zsXWMNNlVqFz/fodKsD1z8iT1fm1LtPO+y8FwLwvW6e2g1EE55wn6e9FzZS9XlZdgl2zChZbb3p1kfuOBD+3txhTZH3xMy3+GMspfBCyRv2GhvxMnCr0O7rngSx5XHQAHQoh9c4L6eTH/NTjUojYJcWPNX+WV6DAY1Gtvv6yaFX4dSJv6Kab1q8dStFl9sm8FG1X5+Y19uP6kto67vQ7WEWGvb2+WXh6QU9mTmccUHM9mXVYABHAZiHYYT2tWlQ8PqOPwes8/s2pCR1/YiMc47RsJJaiwi/OeXpUxdtZvaSfG8eUUPHhjanm9v7s/I6/ow4sJjSHQ/aybGOXjj8mP55ub+vHpZdxLcubwEaFyzSqly5m1M48U/VnD9J7M563/TmbFuL9USYoh1mKK6X720O+9e3ZMnzulS9HzrUaTP69GEW05szYsXHOM5cuokxZcqc8LynVz2/gx6PzuB2774h9S1e4mPcRBjjFWaYx28dlkP7j65LVf3b8kXw/tx36nti4Xj92yRzMuXdKNfSm32Zxfw1uQ1QeXN3bCPS9+bwet/reHLWZtIyy6gZ4tkHjurY1EfJsQ5uHVQG+4a0pavburH/X7yPJzXowlt61dj6/4cvpkTPDH2oz8v4ekxy/nvuFURfeZX5b0UerZI5osb7cn77ub+vH5Zd+omxbNxXzbfzt3Cpe+FniBhzoZ9jFm0ncQ4Bw+d3iG4vOH9eGBoe964rDsntqtHRm4hT49ZxqCXJvHgd+EZDF6fsJrsfCendGoQNKzDt43vXd2TAW3qkpZdwK1f/MM1H8/ilfEry5T54z9biiyLBopZGQPhUaZj3Mp0fIyDCct3cfab07n43VReHl+2YvvX8p3c9+0C8p0uHAZOaFcvaFnfNn57c39mPjyEe09uR/WEGFbtzOSHf7aGfC7//dNiZm/YR3LVOP57cbdi0ROBZN53anu+vqk/v9wxgAn3nUB3Hy99XoGLmev2lCpvxto93DhqLvN0Cbros3m2DacOlFho0vM2dLbz+dDEx3tSEe/75tnWyxtIXtYe+3AJ1ljg+3DcrI+de56fAbPeC10ewOoJMPYhu765Pwu/tuGsNZtBn5uL7+tzs/WObfw7/Ozo8z612br92ykC4/5tP/e/HWo29e4r5n1/Mzzve0GODY8d90hJmZtmwrKf7TJOvsYCsHOhjx1mP4e7jFVp/51dK2DBl3bO7EmPFt/X9xab1GrdpOIrCiiRw+N1b3Ny+ZNLJtawWdIBpr1SelkRb7K69uVU3gF6XGOXqtu9Apb8WHrZNX9Z41CzPlCtfvnkdb3QromOuKfOlIEnCqFDiFnm/WnWBy77EqrWhS2zvR7uYGTutuM3Jt6ey/KScqI1quRneiObgrF+io1yaniMXb+9PLToB5d8bj/PeAv2BFculPLRL6VO0TNlYpyDd6/uxdxHT+Hbm/uR4OOtPa1Lo6LfHN+mLi9c2BWAEX+sIC2r7JDrfVn5XPXhLFbvyqRdg2p8fG0v7j+1Pd/c3J9R1/flj3tO4KvhXpmJcQ6uH5DC4A4N+OLGftx8QgrxMYa/1+4ldW3pz34e3pu6riii9YNrenHmMY25fXCbYsqr51nTX6n9cng/ejSvBcAP/2wJGmnqWfL47clrmbhiNw7g+uNbMf1fJ/HNzf0D1h1IJsDFvZtxUc+mOF3w3O/Lg7Zr/NId3PjpXGau28f+7AKaJVfhyXM6M+fRk/n2lv5WafYL9e/ZIrlY2z0YY3jkDJsw85O/N7B5X8m58S6X8MSvS4vpJ5f2asr3t/TnhgEpQfswkDywusv9p7YH4I2/1pCdXzLs/ps5m/hilo0sFrxTCSKBKu9l4Dl5vVrW5tzuTbi6f4sir3GhS3hz4uoy63C5pCi0++YTWtOkVnALmEfeOd2b8On1fRh5bW8a10xk6/5cvpu3JeSMimt3Z/L1nM04DPzrtPYhtXFo54aMur4PT53bmfgYw9RVe3hj4hquKGW99P3Z+YxbakOADPYCWVaojO/A//bm/qQ+fBI3n5BCrMPgEuuNL+1Pnp1fyCM/LS4K5zHArPWlK7e+gzA5KZ67T27LDQNTip3Ld6eUvpTdi38s59u5dkWArDwnG/cGT57hLxOgTf3qPHZWp6KVDQTYvC8n6O8nLN/JFR/OYsKynVz6vnrpo8ri7+HjU+Gvp+za7b7Lv+1cZjM/O2LhpMdK/rY83vdNs2Dk6XYu+cdDYcKTNomah6kvWeW8zcmBk8Sd4Pa+z3wbcg+EJnPhN/DFhTDrHSvz9wftclZgQ/QnPmM/n/QYxPnN7U2sYee+g537HgoiMOZeGH2XjVr46FT47X5ItytfsOxnm2ArqZ7XAOJLyiBo1hdy9tlM2KGQlwkfDbVtmfGmlfnzHbBjMWycCd9fZ8sdd2dxY4GH4++2Ya5Lf7JrZofCplkw8gz73xl5htdT52Hi09abeew1UKd18X1Va9tpCQBT1fseFTyKdLgh8/70u9UafVaPs/+nYOxYDAe22KXJGlUgd0JsvDfKZvLzNkdCMCrqkfYw6CFIqGGnz/j/j33Zs8YaFRJrVmx5xYTqcOK/7Oe/niy9jav+AMR66xNrlF8mwClPg4mBfz6FXcEVjAqFzPvStCf0uMrOt//jX5GfYnWUE0yZ7NOqDl8G8NZ6OLNrI45rXYf92QW8NH5lqTL2Z+dz5YezWLEjg9b1kvjixn4M7tCghHLXNyWwzJ4tknn4jI7ceVJbAB7/ZWmZEbVjFm3jhbErMAZeu7R70PnjwZTMni2S+WhYb2okxjJ9zR4mrtgV8Pc//rOlaMljgOuOb8V/zu5ErarxpdYdTLF9cGh7qsbHMH7ZTlLXlDRSZOQW8MhP3muow8BlfZox7LiW1KwSV2rdwejatCbn92hCvtPFS+OKn0uXS/jXD4tYsu1AkbzEOAeX9G5eFJFcHplDOzfgmKY12ZOZxyepG4rtG7d0Bw//aNvoiV6Iiy1bPwoVVd7DZEBb6zX2KH2TVu7my1mlz9l+efxKlmw9QJ2keG45sXWpZf0Z3KE+l/VpXiSvwCl8OK3sJBX//nERTpcwpEMD2tQPPVuzw2G4pn9LrunfsmhbXqGLSQEGvYhw/7cL2ZOZT5v61bj3lHYhZ5f0HSh1qyXw8Bkdee/qnkXRyC6xc/L9cbqEu75aULQMXUUGxEC/c/nnsp38NL/kcn1Ol/D0mGXFkoM4XeWzoHlWNjivu50T//WczXwbYC36ZdsOcO/XC4ru8S6Rg7YkxRHPtvnw653eBypnPnx+Ifxyh81SPfpuq3y1P7Ok8gXhe99dLhj/KLjcD6rissnM/tsOvrsW/nraGyp+8pOB62h5vE2ylpsOc0JQbDfNgtF3+mwQK+OVjvDV5fDtNZCxDWq3hq4XB66jr3vu+8bpZa9tLwJ/PlZ8TXPEZut/tTN8chb87lZMul8ROKN8ibnvZYQ25mXAFxfBjoXFZS74DN4dACOHwoFtdnOLIEnAajaBHlfa34XifReBiU+5k2Bh37+4GL4dZg05cz6yHsqYeK+S4k//2+0ygKvH2/+iEjnyMmw+AeOANkMqVldSXWuoA5v/IhhFWeaHhh9O7k+3y6F2CuxbC4u+DlzGWeA1UJTXC+4hqa536bg//xM8XH/m2/a9SS9rZKgIPa+1q3fsWQULPg9ebr57X4POFZMHUK8d9LrOXnvHBzDIgr1OL/vVfq7VInCZcBjyhM1xsWZC5KdYKeVSMo0xPHVuZ2Idhq9mb2LRlv0B6566cjdDX5vK8u0HSKmbxFfD+1GvevDVkkqTOfyEFFrUqcrqXZl86qfw+fLFzI3c/fUCAB4+vQOnd20UtGxp1E6K5+6T2wHw7G/LyS8sbjDYtDeb0QvtfdFgldryyvLQoEYitw2yz0pPjVlWbA67//z9GAPxsQ76pVQsGTjAA0PbEx/r4NeF21iweT/gVdy/m7eFxDgHT57TOWgofLgYY3hwqHWOvjt5Lek59jlg1rq93PnVfDuld0jbgNELFaVSlXdjTG1jzE/GmCxjzEZjzBVByiUYY141xmwzxqQZY942xsT57J9sjMl1rxGbaYwp3WQWQTwWvgeGtufGgXa+8yM/Lw6o9OUWOHni1yW8Ndl6dA/kFrBse4heMh+Ob1O3mJL5x5Id/LJga8CyBU4Xj/y0mFnrrZd26urd5fLYnt61UdF8GYDfF28r+mN6+GDaOv5asYsaibF8cl1v7hrStkJ/zCEdGzDy2t7UrRaPYI0evmuli1glesLyndSsEsfrl3ev0IDwPZdX97M35we+W8QfS7zz/Q/kFnDDp3P4aPp6Yhx2/npFLWg9WyTz2mU9eOpc+xDy8I+LmbzSaxyZsGwnF72bSkZeIcb4XtyikFk8SkRqrPuUa+se86U83ZWDDdPhk7NtcinjAE86GGcezP/MeuG3uEOhV48Lvlavr/f9p5uDl3M5raHAUycO6+lt2M2G5S/9yWa0F5f1DBWUEt3hSSg3/TW77Fgwmav/tEuvFebZNpoYq0w262eVz5W/2yzrYBNQbZ0buJ7EmlbRBGvYCCbPWQi/3mEVbhNjE0t5ZLYcaN83TIMs939+1vvB60oZ7PW+f3tN8HK56fDZBTZDfdW6NhmWR2a70yHOdw6vA7aVsob8gHvtbxd9Gzj03oOINcJsmO7eYGz/itNGFXx1GfzmVoTEBfuDGHmT6kLvG+znH0v57yjhs26KNag07e3N4VAR+t9hI3CW/mQznwdisXupwdrhGeoDEhMLgx62n6eMgMIAob2z3ofc/Xa6S902FZfZ9xZb184lsPCrkvv//h/M/ch+3jCt4v/X2HhvRNOk520UkD//fOZdtm/We5EZIyc+ZJMCrvnTuzKAB5fLRsLkup+dxtxbcZnV6sFg9zShcQ/b+fTKQadN/ercMKAVIvDYL0tx+Sia+7PzeeLXJQwbOZudbofRw6d3pH6NEFedCEBiXAxPuJOdvTZhNbsOFP8fFDpdjBi7nEd+XlK0JFzP5hVT+K7u14KUukms25PFZzM3Fm3fn53PtZ/M5kBuId2a1uS+U0N3wJXFjQNTaFKrCit2ZBQ5qESEx35eUrSs81tXHBtRpbZJrSpFeaie+205Tj/FfeS1fRh2XMuwPeylMaBNXfql1OZAbiEfTF3Hsm0HuPHTueQXuriib3PuPbltubz6ZVHZnve3gHygAXAl8I4xJpAZ9SGgF9AFaAccC/hNFuQOEanmfpUeFx5hPCfi0TM78a/TOiDiUfps+Hh+oYvPZ25k0EuT+STVO1BcrvJ5T32VzMt6N0OA+75dWCKp3JwN+zjzjWlFcyzAXgjKK/PL4f24dVBrGtZIYN2ebK4bOZusPOstnLdxHyP+sDaTly/pTlOfzJYVYVD7+vx+10Ba1qnKkq0HuH7knKK5JJ710+NjHLx/dU/O6dakwgPCcy6fPq8Ld53UBqdLuPOr+UxeuYuNe7O44O1UJq/cTXLVOL68sR9f3xQ5C9rV/Vty66DWOF3CbV/8w+It6bw/dS3DP5tLdr6T87o35ssb+0bcYldJRHKse+qL7KTglX9YD3t+BnS50CYWGvIY3DAebp8NA+6zIaQenAXB53vHVfEmlVv0jQ2fXjeleJnCfPj+eutdiqsKpz0PQx6F636HW6bCPUtKrs9c2vzylEFQr6Ndfmzy89bQsOHv4mUWfWeVyMIc6H4VXPs7nPQIXPsb3DAO7ltefP6oy1m6zKburNL7N9jQ+ykjID/Lu78gF74bZr1ksVXgim+Ky7x2DDywyi7P5sGzNFUgjIFO59nPa/+Cj0+zc/N9ydkPn51vDSI1m8GNE+y59Mi84mu46ge7/rVxWMW+tFDf5JZuL63Lht5/cmbJHAEul512MONNa3wZ8rj971w/Du5dar9X9fEkiJTery3cy17tWWmjElSBjwweb239jpGpr1Yzm+hQXJD6RvF9BTnWi7vH7UuY/HxkzmOXC6FeB2v88fVM710LX14C490KYcb2yMiLq2JXtwA7/cQzvg9stwa0P30uz2VdL0Kl8wU2MWfmDjutx0NeJvzxsDV4eijtOhwO1ep5owzGP2bbsnMZTHgCXj+m+Hz40q5R4dD7RqjfySZQ/OoyHeeHCHcOaUuDGgks3LyfW7+Yx3dzN/N/3y+k3/N/8UnqRu8UTQOrdlV89ZPBHepzcscGZOYVFs0LFxF+X7ydU1+dyjtTfKJrRZhZxrTQsoiPdfDoWfYa+PqEVezLyie/0MXNn81j3e4sOjSszuc39uXOkyrmgPMlMS6Gh8+w+b3+O8464t6evJav52wuWpHqjGMaRVypvXVQa2onxTN7wz4GjJjId/O2UOX/27vz+Cqq83/gn+feLJCFBBJICAkJJIQQoySAgHzZVARBLFVkUUBFFrUWtaW1WrRffihF7a+tWiotFgQEtIJWBbFWRLbiiogYkRh2wiKEkJ1s93z/OHOTSyQkIXP3z/v1mhe5c++dc87ceYZ5Zs6cCbTi5bv74ppk8y+A6avvup2Ltx7AOOPC28iMWDw5JuOiA4WbwWXPeReRUABjAWQopUoAbBeRdwBMgT6Ad3QzgGeUUmeN774A4BkA/+uq+jbV/UOTUVpRjYUf5eLnq7/E1Ultsf90CX4o1mfIk6JCkHeuHDabavHVWvsGHh0WjIUf5WLWq7uwyGpBn8S2ePq97/BP4+xWbJtgnC2tQo3NZkqZk/p1xoS/f4Ivj5zDtOWf488TMjFr9S7U2BRmDOqCG9JjLmv5DenQphVWTu+HcX/7GF8cLsC9r+zEbb3j8dS73wIA/jDuqgZHs2+JX9yQipKKGiz970HMWPEFrBbB+SobUmPCsOSuq5HQTp+gMHNH88iI7jhZeB7/2pWHWxb9F9XGfUe/Gp6KB65NgYjgmuSWdydyJbNjXUQmAjgHYAeAll9aOvqZ7vaZ/TYAm35E2Kj/rwezSnLoTj3sf4FuI4BXxugDRvuV44a0jqz72959Omuy7hZ6vhBY/7Ae+Tq4DTBpjX5mu6PIBH2V7fDH+mCxsfJEdDJ92rhns6ZSJ7HpY4D23YGjn9YN1jXgQeCGefo7idfULSM8RnfnPvTfppV5fBdqn8+sbHok7O3P6xGuY67Q95AWHNJX6e94va6Njs82bh2p6/P9xqaVWeUwLoSq0T0bPl+if7dWbfTV7eKTumvrXeuAtolAuy4Xlpl4jT5xcGibLquxZy1Hd69bdzXGSZfRf9L3TSsFrH8I+HKFPiEw4RXdRdrRoF/qrvkrbtY9ERpr4w/Zdeu1qc/Zpks78qnx7HMAX70KZE4yZ50OfBj4apUehHDIo3p8iM+X6HEdSk/Xfc6eZLa0TItV3z6y5m5g03zgVLZO3A9u0TFoZz9BZEYbM27Tg6ud+ErfVhOTobf3ymLA2krHobI1vl03lcWiB+ZcMUb3JOo9Ve+n352txw+ARa8HpcwrE9DjGHyxVPcyeKYLUOEw7khoB93jx8wyrQG6be/9Wg9SeeRjvc9irLtVWHAAJvVLxJ8+yMH72afwfnbdUwh6xkfg2xNFLT6Gr+93o9Ox9fvTeOsr3av1yNky7D+tT5TFtglGfmmlqWVe270DBnWLxrbvz+DPH+SgtKIanx48iw7hwVh699UIb9XMRy82wU1XdsSyxEP44nABRj63FXnnzkMEeH5iFrJa2JugIW1aBeLWXp3wj20HcaJQ92p4dGSaUxJ3u96JbdEnsS2+OFyAyhp9T/1dAxJrH0foDC5L3qGvqtUopRxHAdoNYMhFPmv0Xb3gdbyIRCil7HvXBSLyNIB9AOYopTZfrFARmQlgJgCMHt3C+8EaMHt4Kg6eKcG7e07iY+NxaZ0iW+G3o9IxMiMWu46ewycH8tG/a5Qpid/s4amoqrHh71sP4P6VOxFg1UlmoFVw/5Bk/OzaFGQfLzKtzPi2IVg1vR/GG4+DG/qHzaio1kntIzdefOT8lnIsc9v3Z7Dtez3oxa9HdMeYzGY+N7eJRARPjO6BI2dLsXHvD6iqUbAI8MTo9NrE3RllPjP2Kuz/oQRf5+lNO9CqE3ZnnbFzAdNiXUTaAJgH4HoA0y5VaJNi/ehn+qq4/R7lqyYCN/2p7tFv9SX21wdXTUn6kq/V965XV+pW1FTo7qX2LqZ2Ny74ceJul9AXuOudpieZve4E9rxe1522pkK/dtRnOjD8yYaX0Zwykwbpx6nVVOqr2FEp+uTBN2v1VNvGZxtuY3PL7DJIX8WvqQAgOmE+9pnDrQfQ80f8XifulyqzqQfJ6T/RYwlUVwBQOoFYPV7ff2wJ0PfnBrTSo2U3dC915366B0CT12uw/h0b6xlATXPgI9SeELFVm5fYRnfTPUf2vgO8dK3u+VFtnGBqlwwUHtE9M8xMMnuMAdp2BQoO6HEjAH1rR+qNup1NOUHUHBaLPtlx4it9kuCg0Yuo+yhg5LP6Kn9T91FN1XWo7nm0fxPwQpa+FQDQV+R/8oKORbPLDGyt27nl6brEvfsoPaBlQn99C5HZZVY6XLm1t4nJu9tZ6/VD7pPYFn8Y1xNdokOx83CBqcfwANA5KgQ/zYzD618cw0f79Em/yJBA/Gp4d0y4OgFfHys0tUx9fJuOG5/bWtt1PjjAgqV3X424Swyi3dIyx/eJxxeHC5B3TifSdw9Iwo0ZsU4pzy6idd2JCIsAJRWXGAjTJBmdIvCFcYuyANh5+Jwp9/E3xJXJexiAwnrzCgFcbDS19wA8JCIfAbACeNCYH2J85zcAvoXuljsRwDoRyVRK/egmNKXUYgCLAWDu3LlOGeJTRJAe1wYb9pyEgs4Dbu/bGTddpQd9cLxqblZ5j45Mw7GCMry75ySqbTrJ/OO4nviJkdiaXWZSdChWz+iHW1/cgaLzOhAO55fh62OFTuvO3bV9GB4b2QOz1+gBqKwi6N/FhPsWL0FEkJkQiQ/3/qB/SwBfHyvEoG4NP4qupYICLLg2rQP25BVCoe72Ci/rJu/IzFh/EsASpdTRxk5mNCnWv327LnGH6IGLGjtJ0tSkz/7sYvvBXlCofkzal8uMJBD6gLukkWcLNyfJtD9H2F5mSBTw3iN6UCQAgAWIiGvacprcxnpJd8EhfU+o/b5RsQLFFx+Tw5QyY64AvnlD3x9bbAxAJxaju7JJJ2gdf8u43sCpPXoAu7MO3RlveLLxQdAud9vhwXzLJV+nr+I2pXdHc6WO0Ml7sXHrWlyWvlWi61D9BAWzf0eLRZ8MK7Bvf6Lvvx8+T5+QdMZ245hkAsCV44GxxuCYkQnO2UYzxun9iD1x73cfMHy+vmINOKdMaxBqT/KIVfdmShxQV57ZZdpPgFZX8ESdB+nfNRqtAnJRWWNDkNWCx0b1QJdoPVaK2cfTdo5PnhLoxHayMf6SM8pMjQnH8PRY/Nt4QpRNKVTUG8DObKdL6sbpEADRYS0c4LIJBiRH468BuaiqaVnv4+a4uWccXv3sCKpdVKYrk/cSAPWHD28D4GI3kMwHEAngKwAVAF4CkAXgBwBQSjnegLhcRG4HMArAX0ytcTP07xqN4MBcVFXrH87ZXZ1/dMIAwNGChh87ZoaUDuG4tVd87SMR7PfTOzPJPFl0HhbRo88D+t6f3g08s94s1yRf+Fu6IvAHp7bH37fud2mZTmRKrItIJoBhxmtzpI8BPvs7UFPjnAOn+gd7o57VV+lW3qrvqTQ7ibhYmc3pBm9GeW2Tmtfd34wye92p7wNePtr8q44XKzN5qB5Ia/MC6IN8y4+TGzPLo5Zrbi+W5ig5hbqEz6JjPPnaunKd8Tv2mapPWtmM7b3HaOeWV5tkVupB5frOML+M+kpO4IJEOqxDXeLuLF0cehM5Yz9SH0/UeaTeiW2xakZ/06+wX8rAbu2xaEvdcZ8zLxLZdYsJw7/1k6tdcqGof9cotAq0oLLaZtqo8o1xx29pHyfMVWW6MnnPARAgIt2UUvaHo/cEkF3/g0qpcgA/NyZ7d9idSqkGnltSm7+6jX1QOVduLPVPGLjq7NJrnx9xWZn9u0YhKMDi0ja647d0R5lOZEqsi8hQAEkAjhhX3cMAWEUkXSnV67JqltBXD6DmygOnLoP0wGmuKtOZSYvHldmM+9hbKvla/YgwVx3kU8s5O7F15baQ0Ld54zaYUZ6rk0x3rVd37LuYtHscZ11hv1R5rj7uG9q9A17adsBlx9TuOrZ19W/p6jJdlrwrpUpF5E0A80RkOoBMAGMADKj/WRHpBJ2QnwDQD8ATMO53FZFIY94WANUAJgAYDOBhZ7ehMf4Q+K4uk4HvfcyKdegu8I5Di/8KOpm/v0UVdMeBk6vL9Ic2urpMdxzkk2dy17bg6/sRf1mvRAZ/yRt84djWk7jyyjsA/AzAUuju7/kA7ldKZYtIZ+h72NOVUkcAJANYAaADgKMAHlVKGUP/IhDAUwDSANQA+A7AT5VSLnvWuyfxhySTge+VWhzrSqkyAGX2BYpICYDzSqnTIHIHHuSTHbcF5+B6JXIqHlN7P5cm78bjoH56kflHoLvE2l9vhb7CdrFlnAZwtXNqSERmMCPWL/LduebUjoiIiIjI+1ga/wgRERERERERuZMo5ZSnp3kkEfkHgGOX+EhvADtdVB138Yc2Av7RTsc2xiulpruzMp6EsQ7AP9oI+Ec7GesNYKwD8I82Av7RTsZ6Axjrtfyhnf7WxmbFul8l740RkS+UUn3cXQ9n8oc2Av7RTn9oo7P4w7rzhzYC/tFOf2ijs/jDuvOHNgL+0U5/aKOz+Mu684d2so2Xxm7zRERERERERB6OyTsRERERERGRh2PyfqHF7q6AC/hDGwH/aKc/tNFZ/GHd+UMbAf9opz+00Vn8Yd35QxsB/2inP7TRWfxl3flDO9nGS+A970REREREREQejlfeiYiIiIiIiDwck3ciIiIiIiIiD8fknYiIiIiIiMjDMXkHICLtRORfIlIqIodF5A5316mlROTnIvKFiFSIyLJ6710vIt+JSJmIfCQiiW6qZouISLCILDF+s2IR2SUiIx3e95V2rhSREyJSJCI5IjLd4T2faKOrMNa9c/tgrPtOG12Fse6d2wdj3Xfa6CqMde/cPvwl1gHz453Ju/ZXAJUAYgBMArBIRK5wb5Va7DiApwAsdZwpItEA3gTwBIB2AL4A8E+X184cAQCOAhgCIAK6Ta+LSJKPtXMBgCSlVBsAPwHwlIj09rE2ugpj3Tsx1n2nja7CWPdOjHXfaaOrMNa9k7/EOmByvPv9aPMiEgqgAECGUirHmPcKgDyl1KNurZwJROQpAPFKqbuN1zMB3K2UGmC8DgVwBkCWUuo7t1XUJCLyNYD/ByAKPthOEekOYDOAhwBEwgfb6CyMdd/aPhjr3t9GZ2Gs+9b2wVj3/jY6C2Pdt7YPX491wJx455V3IBVAjT3oDbsBePtZu4ZcAd0+AIBSqhTAfvhAe0UkBvr3zIaPtVNEXhSRMgDfATgBYAN8rI0uwFj3ke2Dse7dbXQBxrqPbB+Mde9uowsw1n1k+/DlWAfMjXcm70AYgMJ68woBhLuhLq7gk+0VkUAAqwAsN85W+VQ7lVI/g677IOguNhXwsTa6gL+tL59sL2O9lte20QX8bX35ZHsZ67W8to0u4G/ryyfb6+uxDpgb70zegRIAberNawOg2A11cQWfa6+IWAC8An3P08+N2T7XTqVUjVJqO4B4APfDB9voZP62vnyuvYz1C3h1G53M39aXz7WXsX4Br26jk/nb+vK59vpLrAPmxTuTdyAHQICIdHOY1xO624YvyoZuH4Da+yuS4aXtFREBsAR6oJKxSqkq4y2famc9Aahri6+20RkY6168fTDWfbaNzsBY9+Ltg7Hus210Bsa6F28ffhrrQAvj3e+Td+P+gjcBzBORUBH5HwBjoM8CeS0RCRCRVgCsAKwi0kpEAgD8C0CGiIw13v8dgK+9eACIRQB6ALhZKVXuMN8n2ikiHURkooiEiYhVREYAuB3AJvhIG12Fse712wdj3cvb6CqMda/fPhjrXt5GV2Gse/324dOxDjgp3pVSfj9BD8//FoBSAEcA3OHuOpnQprkAVL1prvHeMOgBE8qhRzxMcnd9L7ONiUa7zkN3PbFPk3ylnQDaA9gC4ByAIgB7AMxweN/r2+ji9clY94A6X0YbGes+0EYXr0/GugfU+TLayFj3gTa6eH0y1j2gzpfRRp+PdaMdpse73z8qjoiIiIiIiMjT+X23eSIiIiIiIiJPx+SdiIiIiIiIyMMxeSciIiIiIiLycEzeiYiIiIiIiDwck3ciIiIiIiIiD8fknYiIiIiIiMjDMXknAICIbBaR6SYvs7OIlIiI1czlXqK8e0XkuUu8f0hEhjmx/AdF5GlnLZ/IDIx1U8pnrJPHY6ybUj5jnTweY92U8r0m1pm8O5GxoZWLSLGInBORHSJyn4j8aL0bgVcgIsFNWO4IEdlqLPe0iGwRkZ84pxWXrMcgI7BLRKRURJTD6xIAUEqFKaVqXFCXIACPA/iDs8u6hMUAJotIBzfWgdyAsc5YJ//AWGesk39grDPWPRWTd+e7WSkVDiARwNMAfgNgieMHRCQJwCAACsAlA1hEbgOwBsAKAPEAYgD8DsDNZle8MUqpbUZghwG4wpgdaZ+nlDriwuqMAfCdUirPhWVeQCl1HsB7AO50Vx3IrRjrrsFYJ3djrLsGY53cjbHuGoz1ZmDy7iJKqUKl1DsAJgC4S0QyHN6+E8AnAJYBuKuhZYiIAPgTgCeVUv8wlmlTSm1RSs0QkWAROSsiVzp8p4Nx5rC98XqMiHwlIkUisl9EbmygrHtEZK9xJvF9EUlsbptFJMk4kxdgvN4sIk8ZZy9LRGSdiESJyCqjPp8bO0H799NE5AOjTftEZPwlihsJYEu98qeIyGERyReROfXe6ysiHxtnU0+IyELjzB9E5K8i8sd6n18nIg8bf/9GRPKMs6b7ROR6h49uBnBTc9cV+Q7GOmOd/ANjnbFO/oGxzlj3KEopTk6aABwCMOwi848AuN/hdS6AnwHoDaAKQEwDy0uDPrPX5RJlvgjgGYfXDwFYZ/zdF0AhgBugT9x0ApBmvLcZwHTj758adeoBIAC6K8uORtqaZNQtoKF5Rhm5AJIBRAD4FkAOgGFGOSsAvGx8NhTAUQBTjfd6ATgD4IoGyv8cwDiH1+kASgAMBhAMvcOstv8exrrubyw7CcBeAA87rKfjACzG62gAZdBnSLsb9YpzaGOyQ7m9AJx197bHybUTY52xzsk/JsY6Y52Tf0yMdca6p0688u4exwG0AwARGQjdHed1pdROAPsB3NHA96KMf09cYtnLAdwhdffkTAHwivH3NABLlVIfKH22L08p9d1FlnEvgAVKqb1KqWoAvweQeTln7i7iZaXUfqVUIXT3lP1KqY1GOWsAZBmfGw3gkFLqZaVUtVLqSwBvALitgeVGAih2eH0bgPVKqa1KqQoATwCw2d9USu1USn1iLPsQgL8DGGK89xn0DtJ+Nm4igM1KqVMAaqB3JOkiEqiUOqSU2u9QbjH0To0IYKwz1slfMNYZ6+QfGOuMdbdi8u4enQCcNf6+C8B/lFJnjNer0XC3m3zj344NLVgp9SmAUgBDRCQNQAqAd4y3E6B3LI1JBPC80R3lnFFXMerdUqcc/i6/yOswhzr0s9fBqMckALENLLcAQLjD6zjos2sAAKVUKerWH0QkVUTWi8hJESmC3rlFO3x/OYDJxt+TYew8lVK5AB4GMBfADyLymojEOXwvHHqnQQQw1u0Y6+TrGOsaY518HWNdY6y7CZN3FxORq6EDaLuItAYwHjpIT4rISQC/ANBTRHpe5Ov7oDfmsY0UY99opwBYq/QgDDC+m9yEah4FcK9SKtJhaq2U2tGE75rlKIAt9eoQppS6v4HPfw0g1eH1CegdHQBAREJQd9YTABYB+A5AN6VUGwC/hd652a0EMMb4HXoAeMv+hlJqtVLKfrZVAXjG4Xs9AOxuVkvJJzHWm4yxTl6Nsd5kjHXyaoz1JmOsOxGTdxcRkTYiMhrAawBWKqX2QN+XUgN9b0emMfUAsA0XGe1QKaUA/BLAEyIy1VimRUQGishih4++AuAW6OBf4TB/CYCpInK98b1Oxpm9+v4G4DERucKoe4SIjGtB8y/HegCpogesCDSmq0WkRwOf3wCjy4xhLYDRxroJAjAPF27v4QCKAJQY6+CCHYpS6hj0PTivAHhDKVUOACLSXUSuE/04kPPQZxodH6MxBLorEfkpxnqzMdbJKzHWm42xTl6Jsd5sjHVnUh5w472vTtCDXZRD30NRCOBjAA8AsBrv/xvAHy/yvfEATsJh4Ih6798IvXMoAXAaxuiI9T6z0Shf6s2/BfoMVzH0wBMjjPmbYQx2YbyeAmAPdHAchb7P5lJtTULTBrtwLOMpAMscXg8DkOvwujuAd4025gPYBCCzgfIDoQcRiXOYd5cxLx/AHDgMPgI9CMZ3xjrcBr1j2F5vmZON+l/rMO8qAJ8Z6+8s9A7KPvBFKwDH0MBgJZx8d2KsM9Y5+cfEWGesc/KPibHOWPfUSYwKk48RkaUAjiulHnd3XVxFRGYCSFdKPWzS8gZDd71JUkrZmvD5WQASlFKPmFE+UVMw1k1ZHmOdPB5j3ZTlMdbJ4zHWTVmez8Y6k3cfJPo5i18ByFJKHXRvbbyTiARCd4/arZSa5+76EF0MY73lGOvkDRjrLcdYJ2/AWG85X4913vPuY0TkSQDfAPgDg/7yGPfknIMeEfQ5t1aGqAGM9ZZjrJM3YKy3HGOdvAFjveX8IdZ55Z2IiIiIiIjIw/HKOxEREREREZGHY/JORERERERE5OGYvBMRERERERF5OCbvRERERERERB6OyTsRERERERGRh2PyTkREREREROThmLwTEREREREReTgm70REREREREQejsk7ERERERERkYdj8k5ERERERETk4QLcXQEiIn+wc+fOoICAgJcADARgdXd9iIhMUgNge3V19YzevXtXursyRES+jMk7EZELWCyW+9u0afM/iYmJ5ywWi3J3fYiIzGCz2eTw4cMDz507dz+A591dHyIiX8Zu80RELmC1WqfGxcWVMnEnIl9isVhUXFxcidVqvdvddSEi8nVM3omIXEApFREUFFTl7noQEZktKCioSikV4e56EBH5OibvRESuISLi7joQEZnO2LfxmJKIyMm4oyUiIiIiIiLycEzeiYiI/EBKSsoV69evD3d3PYiIiOjyMHknIqJae/bsCQ4ODu41ZsyYLgCwfv36cIvF0jskJCQrJCQkKyYm5qpRo0Z13bJlSwgAHDx4MDAgIKB3dnZ2cP1l3XDDDckzZ86Mb24dXnjhhSgR6f3EE0/EOM6PiYm5qinJ5759+4JEpHdVlX8NMTBw4MBuDz/8cFz9+StXroyMjo7uuXfv3uzRo0cX33HHHZ3tv2dgYGCvgICAXvbXgwcP7uaOunsCT9n2rVZrbZkhISFZd955Z+eWt46IiHwBk3ciIqp13333dc7IyCh1nNe+ffuqsrKyXSUlJbt27NixNzU19fzw4cPT3n777fAuXbpU9e/fv2jJkiVRjt85deqUdcuWLRHTp0/Pb0759oQ7IiKiZuHChbFnz57l/1NNNGXKlPw1a9ZE2Wy2C+avXLmy3S233JIfGBgIAFi9evWRsrKyXWVlZbtmzZp18qabbiqwv966dev37qi7J/CUbT8zM7PE/nuUlZXtWrFixZHmLMdms6GmpqY5X2kWfzspRkTkSXhQRETkBbbnngl95t/fxW7PPRPqrDIWL17cNiIiombIkCHFF3vfYrEgOTm56rnnnjs+YcKEM3PmzIkHgMmTJ+evWbOmneNnX3755XYpKSnlffv2Lf/tb38bm5CQkBEaGpqVnJx8xYoVKyLtn3vhhReievXqlTZt2rSEiIiIzNmzZ8cBQHJycnlWVlbp/PnzL7j6bldTUwP7ciMjIzNHjRrV9dSpU1YAGDp0aHcAiIiIyAoJCcnauHGj09bZZTmwORQb58biwGZT6zVp0qSCoqIi6/vvvx9mn3f69GnrRx99FHnPPffkd+rU6cq33nrL+7rNb9wYiscei4UTf0dP2vYb8sEHH4RmZGT0CA8Pz8zIyOjxwQcf1K6Pvn37dp81a1anXr16pYWEhPTau3dvsIj0fvrpp9snJiZmhIaGZj300ENx2dnZwZmZmWlhYWFZo0aN6nr+/PnaUTRfffXViLS0tPTw8PDMrKystE8//bS1/b1OnTpdOWfOnNjU1NT00NDQXkzgiYjcI8DdFSAi8kdJj77b+3K+t2jz/mZ9/tDTN+1syufOnj1r+f3vf99p48aN+1588cX2jX3+tttuK1i5cmX7oqIiy+TJkwt+/etfd37//ffDRowYUQIAr732WtTEiRPzASAlJaVi27Zt+xISEqqWLl3a9t577+0yZMiQbxITE6sA4Ouvvw4dO3bs2TNnznxVUVEhS5cubQcATz31VN6IESO6P/LIIz/ExMRccClx/vz5Hd59993IzZs374uLi6ueNm1a5+nTp3det27dwc2bN+9LS0u7srCwcJf9arNTzY24rN8S2//czHIKL/lbhoWFqZtuuqlg2bJlUSNHjiwBgGXLlrXt0qXL+Wuuuab8suroDCKXt76efrp5n1fKa7f9+k6dOmUdO3ZstwULFhyZOXPm2aVLl7YbO3Zst5ycnD2xsbE1ALB27dp269at+75nz57nbTabAMB//vOfiF27dn174MCBoAEDBqR/9tlnYatXrz4QExNT07dv37SXXnqp3axZs/K3b98e8sADDyStXbs2d/DgwaWLFi2KuvXWW1Nyc3O/ad26tQKAN954o92GDRu+j42NrXZJXBER0Y/wyjsREWH27NmdJk2adCYlJaVJl9QSEhKqlFLIz8+3hoWFqVGjRhUsW7YsCtD3DmdnZ4dMmzbtLADcc889BUlJSVVWqxUzZswoSExMrNi2bVvtVcP27dtXzpkz54fAwECEhYUp+/wBAwaUDxo0qGju3Lmx9ctftmxZ+3nz5uUlJydXtW7dWi1YsOD4e++919bfrwhOnTo1f8OGDW1LSkoEAF599dXo22+//Yy76+XJPG3b3717d1h4eHimffrwww9D165dG5GYmFjxwAMPnA0MDMS99957tmvXrudff/31SPuyJkyYkN+nT5/zgYGBCA4OVgDw6KOPnmjXrp2tT58+57t161Z+3XXXFaWnp1dGRUXVXHfddYW7du0KAYBFixZFT5ky5fR1111XGhAQgFmzZuUHBgaqTZs21db1vvvuO5WSklLlGKNERORavPJOROQGTb0iDugu8/cs+zy1usZmCbBabEvvvjpnYEp0aePfbJodO3a03rZtW5tvvvnm26Z+58iRI4EigqioqBpAJ43jxo1LKSsrO7JkyZKoQYMGFXXq1KkaABYuXBi1cOHCmLy8vCAAKC8vt54+fbr2/5+OHTs2mDTNnz//+KBBg3o89thjpxznnzhxImjSpEkpIlKbSFitVhw7dsz1lwQbuSJ+gQObQ7FqfCpsVRZYAm2Y9HoOug417bccMWJESdu2batXr14dOXDgwNI9e/aEvP3227lmLd8UTbwiDkB3mR89OhXV1RYEBNiwfn0Ohg3z6W2/Z8+eJTt37tznOG/Tpk3h8fHxFY7z4uPjK/Py8mq394SEhMr6y4qLi6u2/92qVStbTExMbXmtW7e2nTp1KhAAjh07FvTmm29GLV26tIP9/erqajl27FiQ/bW9twAREbkPk3ciIg83MCW6dOndV+f8N/dM+P+kRBebmbgDwMaNG8Pz8vKC4uPjrwKAsrIyi81mk/T09FbPPvvssYt954033mibnp5e1qZNGxsA3HjjjSWRkZHVq1atily7dm3Uk08+eQwAcnJygn75y18mrlu3Luf6668vCQgIQFpaWrpSdRfvHBPw+rKyss6PGDGi4He/+11Hx/kxMTFVixcvPjh8+PAfrYucnJyg+vM8RtehpZj0eg4ObA5H16HFZibuduPHj89ftWpV1L59+1oNHDiwKCEhobrxb3moYcNKsX59Dj78MBzXX19sZuIOePa27yguLq7ynXfeaes4Ly8vL2j48OGFDstqdvvtOnXqVPXggw+eeOaZZ0429Jmm1pWIiJyH3eaJiLzAwJTo0t/cmHbS7MQdAH7xi1+c2bdv354vv/wy+8svv8yePHny6aFDh57buHHjBSOP22w2HDx4MHD27Nkd//nPf0bPmzcvz/H98ePH58+dOze+uLjYOnHixHMAUFxcbBERxMbGVgHA888/H5Wbm9sazTB//vzja9asiS4uLrba502dOvWHxx9/PN6eqB8/fjxg5cqVkQDQsWPHaovFgr179/7oEV4eoevQUgybe9IZiTsAzJgxI3/Hjh1tVq5c2X7KlCnNGvHcIw0bVooFC06anbgDnr/t240dO7bw0KFDwX/729/aVVVV4aWXXmqbm5vbaty4cYWNf7tx99133+nly5d32LRpU6jNZkNRUZHltddeiygoKOBxIhGRB+FOmYjIz4WHh9s6d+5cbZ/CwsJswcHByt7l9vTp04EhISFZoaGhWf369euRnZ3desOGDftuvfXWIsflzJgxI//EiRNBo0ePPmsf5Kp3797nZ86ceWrw4ME92rdv33PPnj2ts7KySppTv7S0tMpbbrklv7y8vPb/rMcff/yHUaNGnRs+fHiqUa+0Tz75JNTenlmzZp0YMmRImv2e4ZavJe/RvXv3yqysrNLy8nLL7bfffs7d9fFknr7t28XGxtasXbs29y9/+UtMu3btMp977rnYtWvX5nbs2NGUXhWDBw8uW7hw4aEHH3ywc0RERGZycnLG8uXLoxr/JhERuZI4dt8iIiLn2L1796GePXty4DAi8km7d++O7tmzZ5K760FE5Mt45Z2IiIiIiIjIwzF5JyIiIiIiIvJwTN6JiIiIiIiIPByTdyIi11AcY4SIfJGxb7O5ux5ERL6OyTsRkQuISGFlZWWgu+tBRGS2ysrKQBEx5bF1RETUMCbvREQuUFNT8/Lx48dDbTabuLsuRERmsdlscvz48bCamppl7q4LEZGvC3B3BYiI/IHNZltUVFTUa8+ePQMBWN1dHyIik9QA2G6z2Ra5uyJERL6Oz3knIiIiIiIi8nDsNk9ERERERETk4Zi8ExEREREREXk4Ju9EREREREREHo7JOxEREREREZGHY/JORERERERE5OH+D5Ow7FiX4efyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x432 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14, 6))\n",
    "for i in range(8):\n",
    "    ax = fig.add_subplot(2, 4, i+1)\n",
    "    if i in [0, 1, 2, 3]:\n",
    "        plt.title(plot_vars[i], fontsize=12)\n",
    "        ax.plot(np.mean(rmse_dacycle_4dvarnet, axis=0)[::4, plot_idx[i]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarNet\")\n",
    "        ax.plot(np.mean(rmse_dacycle_vit, axis=0)[::4, plot_idx[i]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"ViT\")\n",
    "        ax.plot(np.mean(rmse_dacycle_4dvarformer, axis=0)[::4, plot_idx[i]], color='r', linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer\")\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"RMSE {unit_y[i]}\", fontsize=12)\n",
    "        plt.xlabel(\"DA Cycle Time (days)\", fontsize=12)\n",
    "    elif i in [4, 5, 6, 7]:\n",
    "        plt.title(plot_vars[i-4], fontsize=12)\n",
    "        ax.plot(np.mean(acc_dacycle_4dvarnet, axis=0)[::4, plot_idx[i-5]], linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarNet\")\n",
    "        ax.plot(np.mean(acc_dacycle_vit, axis=0)[::4, plot_idx[i-5]], linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"ViT\")\n",
    "        ax.plot(np.mean(acc_dacycle_4dvarformer, axis=0)[::4, plot_idx[i-5]], color='r', linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer\")\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"ACC\", fontsize=12)\n",
    "        plt.xlabel(\"DA Cycle Time (days)\", fontsize=12)\n",
    "        \n",
    "lines, labels = fig.axes[-1].get_legend_handles_labels()\n",
    "fig.legend(lines, labels, ncol=4, loc='lower center', bbox_to_anchor=(0.5, 0), fontsize=12)\n",
    "plt.tight_layout()\n",
    "plt.gcf().subplots_adjust(bottom=0.18)\n",
    "plt.savefig(f'da_cycle_wind_30d.jpg',dpi=300)\n",
    "plt.savefig(f'da_cycle_wind_30d.pdf',dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8d99e545-f187-4e1d-93e4-3f51a73f9cda",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_fourcastnet = np.load(f\"{fourcastnet_dir}/rmse_fourcastnet.npy\").astype(np.float32)\n",
    "rmse_mf_4dvarnet = np.load(f\"{medium_forecast_dir}/rmse_4dvarnet_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_mf_vit = np.load(f\"{medium_forecast_dir}/rmse_vit_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_mf_4dvarformer = np.load(f\"{medium_forecast_dir}/rmse_4dvarformer_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "\n",
    "acc_fourcastnet = np.load(f\"{fourcastnet_dir}/acc_fourcastnet.npy\").astype(np.float32)\n",
    "acc_mf_4dvarnet = np.load(f\"{medium_forecast_dir}/acc_4dvarnet_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "acc_mf_vit = np.load(f\"{medium_forecast_dir}/acc_vit_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "acc_mf_4dvarformer = np.load(f\"{medium_forecast_dir}/acc_4dvarformer_obs[20, 21]_xb_3day.npy\").astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9968a190-61da-4758-a330-3cc39ec6d9fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZG/X+II/7vTWntfGu0dwuN67Auq9gzwzXpcOmygyP7EHPVctwO3gDgTpJb8a2VLdLQDRvDm+9BUIguneH+HiE1Qo9e4Kbc2GhT9g1muzFYSNq48+4b/kOi3P1b0g44OZDKc82VJo+Aw6oTTkTYOE0WCxQtSqcOAF2lS2CoGAY8bN6LSAxJ9x29atWLTh2zOVpw99/J479bt0exk28FkA5IMR56p4HMAshakgp62djvzSZzZntGFPbIaQdufknTK+uyFQD3rbwM7iUGJOOCYp063l3jUqJ6Y+P4IyDuNye5Pv0Y3W9Rw/kJ58gLlzBMziK0wu/oHzvCRlrO4vTXN3PaI2L+4Qs+j8YdiOOiONb+dv6DW7YicPKf5FlyYx/avvWX7Fcj8C2z8ANMEqUwHT+PHF7JO519sGhBVC7a8YaPbOduE0/431pC5Fn3Si3IVhdnzYN2reHbdsw+/mBbxwvtlrGxDWv8U6HhqmakVKy6uBF9p6N4IlKhXm8YmFMJrXFcLchBNp412huxcWDEPAHHJgHjjjXZYcU7DpVkrGrxlDuUrBrXS6FQHTqBAMGwNWrakc+wUj/7rvEhfi6dQ/j4lyjyVZuJWAlz+/h2tzXyX/tKAD2EAdivw0ZKakRsgm32P9UPZJ4zgwcCD//rE7MEzxnGjaEy5dh/nzk0qUIp0EvAdmsGaY//1TGfnqeNg/nJt6fwJwk799HGfNvZEtvNFnGhe0LKGbYldCbw8a5PasomUkGw2G/5dTw3wUOMKxWTPHxiIImjl/ZShVa3HG7V3YtocjKQACi3h+Ou5eXKvD0RAwaBF9+ifSPp3S5f4i/9C5W76qpG0lqIBUoDxf3YxxdAbumIKSBNHtg6pO5aa7uZ7TGxX3Cme0wtZ0SWrZ4QO8lmfZ/cMTSwzSz+2G9EIsIcmAt6+Ci2zpinu7kSqV6R0RfxbH1Vyxb4nCLtmM80RTTksXYKlbGPTgMDpmw5/sSS/WOYHFPff+Z7cqTtnhdyFcKoi5DsB+OTT9gNRwQLxGLbJgcDnj7bUj4fzdqFPj4ILfZydfwBnLbn5xuUp3yhXMDcC3axsI9Z5m6NYhgp+fthE3KW8fLw4K7m4nQyHgA3N1MzOqf8RACbbxrNGkRHw0Bv8Oev5QgHUoN+oR7bcrGHsFscyA3xNFj21IlYFG6NOLyZbDblZH+wQeJC++KFfXi/H7CHgebfoAL+6H5sIdmkfSwkbCz3bh8QTzdzOwMukrUzlkMvDoKMwb2U+PZEfgOdVt2xVqwLAf+m0buXX9QljPkRxJiFOHA/ro8s3gBiU53NmyNG7MzTx7qrl+PG2CTku1ly9Lcw0O57TnHdUREBCtWrGCRxcJ1k4nFqNCZeOApX1/COnematWq5M2bl/DwcKqGhlL1wAHc3Nxwc3Pj9OnTHD16lDfeeIMnnngiW/6G9xopZTQQnfBeCHEDiJVSXsm+Xj3EHF8Nx1dB3W6Z/pyMPnfYlSJRCLh46TIlM6FdaRiw9mvYrhbHptmzievXF/cr1yn172iMpwdhynUH7rpSIka/D5cMYvLnpeCHw5KXDxqEHDkScTwOS6iN4PkfUXbQgsTy6xew7ZmNeeO3CKnyQSa4+SZ16nXY47mwd3WmbWQ8AGiNi/uBgD/AUFlRpD0u01KtrT50kWX7zvLu5R2IGdHgAJMljisv2/l9YyDvPZXGBtdtcmXV9xQJu4GxzYYJMI0eBQUK4Pb9dzBwILY1NtyqBMPOKdAkxf7vsVXIOa+AdJDyf50ZQIBcHkueMBtGnTqYvv8+sUKTJvDii4h//oENcfTptJw3575EmeJFOR8RTcCpq8TZlddPfXGcJqYjBBjV2S2rcCM2nvhYG0+IozQwncDXUeeOQgi08a7RJBATASdWw5ElcPw/cKjJXwI7czdj2NXOBMV48+nuyXT3XYlnbByGyYT44AP44gvYu1cb6bcgLVEaIURrVLxbGWAb0EdKGewsE8BIICE33mTgQynlnU/eBxfClp/U66DN0PvhOeV4ELhbd7KrUfEs2H2WkSuPYjckHsTR0ezPy+b11DcFwlmlBm8tZ6aR+AmOqf8LtZyCk1LC2tDaeK2JoP2JxMW3AUzPn5++25XLexOUj/dGIODjj/EaOZI6depQpEgRDhw4wOnTp3E4HK77WyStbxhw9ChHjx51lS9fvjzN77Nw4ULWrVuHz0P4DJFSjsjuPjy0BAfA7BcBqTax+yzPvOdk2EnKXfXFIWGrUYtm5oNUvbwc4kbetVL73k0LeWT/foiUGFWrYOrSBVNQMLz/HrnWR3BiwTdU7jEq413etZzC/6nTs8iPvsDT0zN5haJFEb16wcSJ2AMclC28jjOjmmExW8gTfYa88ZdJGXEfJy3skxW54vCi7R4/TOftOOrnwv+RGmTQ0feBRGtc3CdcPoLjyDISzsClNDjuVp07N6sV12JsfLroIK+Y11P+5BlwTofCDh3P+PLips4890hJKhTJ+Ji3XbtA3v1TYV0sJoeE7t2hkTNvW9++2H4fj9ve3eAbR4znt/ywJJAqtRtSsXRxChydRfmz87E4OyQlXJV5CaQkNmmiybmDmLbFYjpsJ8ZsotGhQ+Ru1ownnniCwoULEx4ezktdu9Jg4ULkfhsFH71GTfs8/jzTEQB34nmzVAidjbWUD9vs2hyQwoyJxDWBIeE1lhGcpzYZDSHQxrvm4SX2Olw6BIeXwIn/1Am7TBxYCW6xDmliQ3gxKgRdYIbvSMqcVW5zBoKQkWMoN+xNdYM20m+HZKI0QojCwAKUcb4UtQs/F2UbgXKT6wzURf2TrAFOAePvuAeR5xJf2+OUC6M23rMVw5CcuHyDf3edYcrWIAxD3pY7mcOQ/L09hDWHL2GzG4SER3M2PAaATiZfermtpprpDLlFHNgl9k0OzFui1f8kE4R0LIms7Ukp0xUsQoJNIrfE03yrH26GJApwQz0HbMCfERF4enpStWpVdh48yDaHAyEEBfLlIzw8HF9f32T9q1+/Pr1796ZUqVL06NGDHfHxWK1W1i9fTsGCBRk5ciRz585FSokQggYNGlCzZk327t3Lvn37AIiPj2fjxo0PpfGuyUa2T8Al0uCIh1MbM+05aaz/FjMO/nE0Z0qh9/AKf4d6tpPEb/0Va6vhd96uwyCX73cQ4Dx1f+ddEAK3wYOIGfkdnpdCKbdoIvb2Q7EUyEDuRSkxfTsIrhpEFc5L0XfSyAoB8O67MHEiYl88tLRQmn2uousyF6eMYtQ0BWFCYsPCtHyf0Tk0gjpT/8RyMUb9tQ9FU6tD7jv+GzxgtEBrXNw+WRGTHnsN5nTHbMSzyVGb6iKEoqZrXDu8Hpq0u6umv11+GHPkeT7x/BtCjWRldYoHUcEI4oslBZnRt3GG060d+WcEdc5GwSE70sMD8b//4e/vz7JlyyhWrBjeLZrx4t7dGH42POtdo/n1CWwN+I1mj7hTMq9qwxHigGA79rLuvC1eIPT4Rdpeu0CTQ9EIQ/V3atHSHLl0BmP7drY7N+4BfgRmFC5Mz9BQWBPLGz0W8YgpkIJc5xHLaayh6hmUcFhAOTOitDLY7YbEzSQwCbAY8XgeX5rhLBjZbrw7hSq+QJ26XUSdum2556dxmpzPzilweDE4bHD9nMsdPgEJnPOownyjGQcivRhn/RU3acNx3EHvbevwDjrtqicAYTZRzn4j5adkGX5+fixcuJAuXbo8kAv5dERpugCHpJTznHVGAKFCiGpSyqNAb2CUlPKss3wUMIC7Md7LNQWz1eVZQZkH72/5oCOl5N9dZ1lx4AI34uycuHyDiGhbsjqxNoNRq48xpls9iub1SFZ25MJ1Fu45x7ydZwhPcV99txC+tM6gtuOwunDNwHYgD+adkViuRSdWNKDs4nOELhHsLV+Rel4hmI/EY4pTbqwH6tZlmGFw7cABWgCbhaD+G2+wecwY3Nzc8Pf3Z+PGjbRo0QIfHx8uXbrERx99xLRp05BSYjab6dq1K2+9pRb669atS1Yf4K233mLx4sXEO436sWPH4uPjg7+/P61bt3Zdb/GQqM1r7hMcNpVNJSmRlzKn7YsHMB2aT5y0cDS0PitC/+ZPayvqFTyJ3DoWHu0PuQvfUdPbV8+mSfAROOdAFsiP6OkUqPPwwO3bb+G113DbEMXpfz+j/IBpt24wPJi4A4uIXDuJwqvPAGCt6eDo3k1p54uvVg3at8e8fDnGDhumFu44pGBF7s54tP8Od4uFb/73NS/sWYkpwuC18+8hnN45CesKN8NBtWO7gbZ39Dd4wNAaF7fLqU3wV2eQBlg8Mycm3TBg4Rtw9STHZBles71LLXGaf92/4pEz0yHsDShU8Y6a3nz8Cv/sPMN062RyXb4BxxzKta14cTh/HtNBG19V+YsXT5RmxYGLtK9TPFUbKb3wYm0OLl2P5djGv2l1Zi7yvzgEcPSZZ/jorbdYsmQJSc3AGKC3Q8J/sbR4ORctyinfgn1GBdYcrMPQxTMxGwZW4pjJmFSfL4FBQwbSY8gQAgICGDlyJBs2bHCVvx0aSgegwGkHBU5e55nKznMpu+TYLhtue+Iof9HZHwGLc8HsKMhXyoNxTwjcLjlwlLawyd1Brwz+fbPVeBdCPAl8D7yEkt8t7rx+70/jNDmX6KswfwCcXJvssl24EUFeChpXMQl1wj478hF+d7Qir2Fjybr6tN+7hTxRMXgTCUWLQteuiKlTEwXosnhRHRISwoYNG5g7dy6rVq1CSsmvv/7K+vXrHygD/iaiNDUh8XhCShklhDjpvH40Zbnzdc10PuP2BG1KN4ZeS2Fud4gOhevn7+Qrae4Aw5CsPnyJH/87yskrUcnKinl5UKloHgJOhWE31ITndzKMx0eup13t4tQrlZ+Nx68QFBrlEoFJSg0RzKiiK6l+bTPYJXJHPGKnDXnFwA21yXYMKI+KaZNAtIcHhWNjKXwqMLGPCEK+/YnaH7/LF04jOuHE/KcePXBzZoXw8fFJNga9vb0ZMGAAc+bMSdPoTlk/4VpaRn161zWae8KemRB5HvKWhArNYd9s2D8Hmn8Aeb3vqmm57msEsDq4Hp/+9Q0mw8FAixu7etSgQdnTRK0dSe5OP2W4XZvdTqEdP8E2tSkrBr4GuXK5yi2vvkrUV1+T+9xZyi79h/gOH2Atnjo/88kNf2HZPxOvuIsUCDmJe0A87nttLpdfy9ZobEtuki/+vfdg+XLEznjsj3tgM1moVbIJ5df/C4sW0XT9+kQ3WpOJwFq1WBYezsBz55SGhmFwslAhamf4L/DgoTUuMsDWX5ThDmCPzRyPwa1j4Nhy4sx5GBD9DuWLFaZcyQr8u38jXc2biVr8HrlfXQgZPBX3DQxlyOzdPGfypbnYA2sc4JDw2mvw4YdQsyYciKFx3X20Lb2Tr5d50rxqEVe6tVibgznbQ/hq2WEMQ4KAXGaDuvIo3U1raWfehumIDc46uGox03jhQlIeozVq1Aj7s89i++ZL3I7b4YQNWcHC9hOVcD+ai3f3/4UpiaHvsFox16gBXl7g56fSvrq7Q8uWeHl58dRTT5E3b17Xprqbmxuf/e9/7Fm3jlbLlyNXxCJK2zCiJPFnDKraUpwlS+gcpQxXzsbCHKdfk4jnkfF1MvbvRvafvH8JfCWlTNjiPQeuRfi9PY3T5EyOLEMuexcRdQnpjGl1SMF0R1v+Z3+FOuIUs6z/w03asUkzhRzF2HV+Ifnmz8ESrYwLCVx+9XW8fx2lFgM9emSZSnxMTAy//PILCxYs4Pz585w7dy5VnQfUjTY9UZo8QMqJ+hqQN0n5tRRleYQQIqWnTYYEbco2gVafwrKh4P8r1Ho+wxOU5vaxOwyW7j/P7xtOcuJy8mlWAAOaVeCjZ6ohhHDutoeS22rB72QYa49cYvHe8yzem7jJkttqpvMjJalZwos9yybQXyymquksREhsxw2ilkeRPzLxM7ZZ4X9ehdmfOzfFg4NpDmwxmWj/2Wd89NJL8OGHyPkLEEjlUSNUVomMGtF3YnSnZdTf7LpGk6XYYmCTU5yp7dfq2RgbAcdWqFSpnX+787ZDAhAn/iNKuhN7Ki/CUBaxyW4jOrQiRpkg3PdMhWZDoEC5DDUdsGwaTSNOIg/ZwWxGDB6cvIKbG57ffw89umPaFEv47NfxbtwJCleFuEjspzYRf3Q1FQMvwV6bcvM9kzqM7lb54mXz5sRWr47nkSPE/hKLW7yD8rbEg+SEWcYBjDQMPj14EFCnUy1wPpfCwh4K4z0lWuMiHWKvwZmk6YclWPOmW/22OLkB1n8NwPuOIYRIb2Z3qMFjlQrzjeM9rh/ZiVfIBhyHl2Ku+WyaTbhOxssXpKiXB4fOX2fd0Uv8u+ssheQ1Pnf/C47b4UQs5M8PX38NRYrA55/DRx/B8hhGDJ5F8+v1ePlPf+qVLsDp0Ci2nw4l3gGNxRFecttAfm7wiDmQgsK5dgiywzIVHuf3SCka5alA5cqVmT59Ona7HavVyi+//IKPjw/7A09QZ/oM5PwYpJvg0Rt7VBsWC9IwkFIirVbMGzYkrufTyQCT5vw+aBC2Et64Xb0GEXZMgAdA9epcLlcOr5UrsaA0c649+SRFcucGf3/kpUsIwF2YqB0WluF/vmwz3oUQZqAhsEQIEYj6vouAYWTHaZwmZxEVimP5+5gPL0QAh4yyVBTnsUgHNiwEFnmKEY/Ww+6ow5ixR3hx10pyh8XQL+JrVxOuydpsxrtymcRd/EyObY+OjmblypXMmzePxYsXExsb6yrLlSsXrVu3pkKFCowfP971YHqQ3GhvIUpzA/BKcc0LiEyn3Au4kSkhMnW7qcXo+T3KRbSsNpQyG5vD4Kf/jjFnRwjXYlSqtBL5PHimVjFmbQvB5jBws5hoW7OYK+atQdkCrjj3Po+X52x4NO/+s5ftp8MBMAl4rXkF3vIpDIuH8LJ5OUJK5GE74WtiKRghyU8SzQqgcK/+LJ440eWOvt15Mv5jy5YqG8R77yFWrEjToyajRrQ2ujUPNNv/hMgLUKwOu/K0IGBDIM1rfUCtE2tg70xo1BdKNsh4u1Ii145AAJMc7enodiWZyvMjVjOL5BN0EVuIWD6C/D2m3XbTsXHxlN87ErbHIyTQtSuUTh3Tbnq5G5EjRpA38ATea7cjI/epPkiJ5YKBZWc8co8t0cA2m4h+pRd5n34S49U+CJsd6WahaI/+rjb9/PyYP38+FouFoKAgNm7cyOuXL/MlkCdKbQJeQLmHngOGohbeNmC9pycvO7NOjBw5kh02m3ouPUDzu+Ye4P87xN8A79rgkQ+CfWHzj1Cj0515whxeCgsGgDTYXqY/S4/XoXG5gvhULATA250fZ0Jgd963TyR6yfvkrdwarMl1GPxPhjJ6ykwacZhvnUrqSRnhNo0Cjkhsa5VuDCNGKMMdlHfKrJlw8BDFN4XQt+lKxp97lgPnrgNgxcaHtsm8Fr4eU7CKF6egidAgCzcOOih7LBoh1RwfWbMR66fOA6BPnz6pNs7d272IMX0GpjgQcZL4osWwvjsUXn0VcfIkIoMi06nmd3d33Dp0Qs6Y4UwdC2LoOzB6NEWBA3/+Sdj8+RR6/nlqDxzo/OP5I1q3visP3uw8efdG/Zt2BZqinmWLgU/JrtM4zYOPPY6zS76myIE/cZdxREl3vrd3w7/gcxQI308jDrFL1OTjJk2os2MpTJmC3LMncRGRLx+8+irUr4947bUsc4+PjY1lzJgxzJ49mxMnTiQz2BMwm818/PHHfPLJJwC89NJLD6obbQvSEaVBecv0TqgohMgNVAQOOS8dQoXHJCiF1E1Sdne4eUKj/rD5B3X6ro33TOXA2WsMmb3b5eIugEEtKvJ2mypYLSba1SmRXFVeSogIgUMLIToMqneE0o0pVSAXw56qwst/+mM3QEgHHquGc33DZrxM8bA5DnbaEFGSgsCN3LkR3brhMXOma/xW7NsXuMnJuI8PrFuXZR41Gk2WEOSrfiq2yhwBq5gI2DIagBO136XbxG3YHJJxFhMb6/Wl2MEJsHI49FudcU+lwLWIEH+uyjyssbfirYDX1fXnn4f588mzbDGRrScRd8mf/IELkeeHIkrUS9ZE0hjYEvmsHNyxmZija6gaupqq9svIXfEIIOipxyiXVh9MJnL/+CM81xk2xiHOOJCxEsdFsEQlT98mgfCe3bj60Ud8PWkSfnYHTaVks81OeL9+mM1mwsLCuHDhQqqPEVYrjvh4zIAdmF+iBH7Nm7N//36WHDrk0tBo98knrvn9qaeeelDnd01WEn0V/J3eLs98D6UfhRmdlAE/vx/0XATmdEy5hDzmRauDyQIX96vY+aDNAEhh4veQMgAMbVPZtYGe18ONR194n4Oz1lArLoiwld9SqNP/ABX6tnT/eTYvmshsy1jMODAwsVw+jiN/OSzuuTAuHqKDeRs2XwduoTFQowYMGpTYLzc35PgJiCeegK3xvFnrX+Z7NSNCetLpyhSGFtxKqavxMCMajMSN+MLOnwQM4DGPxCtpbZxXPbkfaTKBYSBNJqxvv6lc90GFwmbGWHv9dcS8eYn2wgsvuIpqDxwICUZ7Ykfver2RncZ7jPP3OCnlBQAhxGiU8b6Z7DqN0zx4GAYyxJ8w/5nkPr6IUlIZCw4p+M79bZq/1J8vqxfl5MRzWCYfZ3CEL7m+Geq63bUEMZng/ffh00/V+0qVMnUxbxgGmzZtYtasWcyZM4eoqMSY3+rVq/Pqq69SoUIFevbs6YqZbdWqlavOA3yidytRmh+FEM8Dy4HPgf3O8BiAGcC7QogVqGf4e8C4TOtZo/4q7uvocrh6CgpWyLSmcyK3k8Yt1uZgzNoTTNxyCoeR+Eg2CcjlbsFqUVmNG3CMBrEL4Zgb7LgAIf5KSPJMgjrrz9jb92TJxWK8/d1ELht5aVSzLD9W3IlP0Xg4bCduVQzuTk86CRxsUpva67eBpyf065eu61ua40hni9A8SAQHwLQOgATfnzMn5aXfOOUiX/YJlkZVx+Y4CUCc3WBJvlcYmHshnN0OB/6FOi/cvK2UfV2s3Nh/t3fis4s7EdHR8PTT8O+/0KsX/PUXL29YypyaT9OLZUTP7kXuFyZAkarImAgCDp9kzX9LaCSOELU+FqspiCeFc0koQO6zIWJBljRzwXyRcoDNZmPRokUsWrQIq9VKaGgoe/fsYUvevJSLjIRDdgRqIXw1rxdRVSpTYu9ehOHAbjLRd9lqlk6b7foaW0FtMh45kubXfPbZZ/nhhx+I27SJuNdeUzHsQPMvvmDIwIEuzx+XhkbOmN81WcnWXyA+Um3QlXtcXes6GcY3VXHvG7+D1p+lvm/nNFj+TmKcfBpICTVsh4gu11iduq9cCVu2QMeONPXx4ffKw6l18nXy7RmPw2pw2lqVbbt28siNLXQyBbsWzyYMOoktcH2LumAGIg0sW5xyBmPGgJsbvr6+zJw5k8jISHbs2MF7wGsG5F5+jQW9PsNDxFPE+zrsiofNNmWd4/wYqxs08YHixTHmzweHA6xWyva6hdRbixYqdj3BsG7Z8rb+7BniTozxu1xvZJvxLqUMF0KcxZWLJBmHyK7TOE32kV4ajJTXDQdEhRLkPx9j31wKxwbj5Qh37cglxLZLBO1LROFTwxtGjKDSl18mtmm1wjPPQN268OOPEB+vrrVunVgnExbzhmEwdepUpk+fzpEjRwgNDU1Vx2w207NnT4YNGwZAiRIlctQO/K1EaZyG+6/ATFRmiW5Jbp8AVEDlhgeY5LyWOeT1htovKnfQgPHQ7odMa/pBxi8wlCX7zlM8vyd53S1cuRHHsQvX2Xj8CoYEs0kwtHVlXmpUmqJeiUrw209fZfj8/ZwKjUII6FCnOGsPX3K5xzcpX1CFKGwdC8ecec2lhAsGBNrhiB0uOuNMTXFYrkyjyyNu1H9eEhQRTrPSZzEdd2CfH4/ligN3krvHe9V7XBnuoI1xTc5m11Rcyyd7rDphuxvj/cZlCPhdvW7zBWE7E7M4SCCPV0Fo/TksGQJrPodq7VK50qYiKhT2zoa1I0A6MCSEGKVptMyZZz3hBOzbb2HePKz/zqNqwy+Q0ZD7RjBMfRpQ49sH8EmxYg21eHO12BNEWQpTd8woBGCv5M6k5Tt58dPSnDt3jrTOdFbnKcAAZ7sGMC53AYZGhsOuXTRBuYptdBgEhIZSpEgRateuzZYtW3A4HLi5uTFu3DgeffRRjh07Rq9evbA53d2HDx9O1apVoWpVDkAqd1ktRKnJEJGXYJtzudPq08TreYtB1ykw41nY8hOUaQKVn1Rz6YnV4DsGQvySt5W/XOKY3ToWadiJk2YCjOq836YyYv16aN9etfHzz7B+Pb1efIEt30+iqbETue0PKuFME2QCm9kTixGnxpfJjKl+T8hVRK3VQwJgXRwiHniiJjd8fPj83XcZM2ZMsvH4Q4EC9IiJJHeIndJ/h0AugTxhIGITrHaBiu+3wrr18LjavDClE5OeJvfKq+4erzeyW7BuKvCmEGIVaoNyKLAMWEh2nsZpUhMeDPv+Vm51NZ+DMo9mXttRYbDxO+SOSSQsxaMLVCPWowjSFkfB0B0IDCSCKLMXuRyRmDGSucVdkV6sMLfGUaQaL18cpQTosFCgWnP44ANloCdgMimxjBEj1Punn86UgZ2QOqpRo0ZERkaybNkyFi5cSHh4uKtO8eLF6du3LzVq1KB///63rUqdk0gpSiOlXAtUS6euBD5w/mQNPoOU8b5nJrT8GDzzZ9lH3c+E3Yhj3ZHL/LPzDDuDw29a12FIRq05zqg1xylbKBflC+UmLCrOFbNWuWgevu9ah/plCnB0x1pi9i2klGc8RRYPVykabRJ84+CYHRlh4NSHS44BLI3FWB9HucoWyuUSyAU2iJRq4ipZEl55BWPsWNeu+i134TWanMLlFKe/cdfvrr3NP4ItGqq2I8a7AasOrgegTIFchIRHM90viBfefBm3HZPgwl6Y3Q1afgJFqijX3ugwOBMAQX4qDWf4qTTSsQqGBa3HFBYGjz4KzZurgtKlVY70//2PetOmYLwgMQuBlBCHG5dlftyFjaJEuERnL9V4lWNFOjJx/HgenzeVR1CrB8fmGA7LNZxN8fWEELz00kuMGDGC2A0biBk0CDcJNgGFer/Ml97ezJ07l4DDhwkATCYTb7/5Jj///DNCiFSpIQHq1KlDqVKl0jTG03SXJefP75pMxHc02GOgavvUOhPlm6rxt/5rmPcqlHsCrhxJHHNuucERp4xxsxWen5i4uVf5KQLWL+LHo0Uwl31Unbq/MVLVBYiNhTVryOPjg1fZeshTO9WBmIRznlUo3PFLPKq2hgv7ECkP3M5shzfbwD4b0gSza1VlSOnSREREuLouhKB///78/vvvWAa2g6lr4GSSsJVmzdS6PX9+2Lw5QzHpaZIDN/Kz23j/GhXCcByIBf4BvpVSxmbradzDzpntcGojeOSHiGA4sQZCjyWWbxsPtbpAowFqwJ7blfaJ+c2QUrnJ7pyCPLwY4YhPIl4jyR1+hNwkX5wIJHkdSuogSlrJRbxrIt9drBs9X/sBk0lwdEdDwg+vp1CpRlT7cgysWgVmszLaDUPt4rVNkkP1Lgf29evXmTFjBu+++y42my3deiaTiSFDhvDxxx8DUL58eb0Dfz/gXRMqtFD/53dPh8ffzu4e3TM2HL3EDP9gLl6L5dilSAwpKUkob5j9aGw6yjFZmqiCNalYpjTXZC527ttLJc7gK+sRX7whgZdvEBwWTXBYYuq2FxqU5JvnauMuJGz6nmobRya67tkk8XvMyHURuKuMTggg1ATzDTgNjACsKNs9Lk8ect+4odSfnXUlIF5sBtP/Aw8PzM89p2PVNQ8X5/fCxX1gyQWVWqqwnx2ToFE/yF8m4+0dXqzuB2j1Gf/sPENYVDx1SuVj7kAf2o7ZzLFLkUz0DWJQg96wbK+Km526+ebtuuWCQpUwLh1CGgbxDgsVNjuXbR9+mDxu/sMPYeJE3I+eIe5oXmR1EzYs/FZ6NM937kLR6IM4pnYAw4YDM++MWYgRMIZvgKrOJgRglpJhDRtSb+5czp49y9NPP+3aJH/rrbcST8ZNJtfJeA+nkf3kk0+6UkFZrVZeeuklVxywzgqhuadEnIGdUwABrT5Ju84T78KxVXBuBxxfqa7lKgxPDIUGfdQGXxpr8xtF6/NGcAQR0sasNlUQYWEqPVpS9ihV9hP5Hqcq03GTduJxI6DaR3St2U7VKd04+Zp/zx6Mb39ALI5U3nAG/Dp+ARFA7dq1OXbsGA6HA6vVyquvvorFYoEilVByjk56dIG/5ie+d562a5KTrca7lNIGDHL+pCzL3tO4h4EEd/SyT0CBsnDxgEoHs2ta6jgZs7vaxQNAwsH56sc9n1LBlIYSxGj9OZR9DHIVUjHEQb7gXQPylVHpLmIjlEvNkSUQpTQJpRTsMipTx3QaEw4cWBjn1gdRoCwFrx2he9wczBjYMTOt+KdUb/4C9rN78PHt6zphL9uwLSaTmmSrNWoDeUrCs89CYCAULgzz5oG7+10v8q9fv87s2bNZtmwZdrudoKAgjh07lqpemTJleP311yldujQDBw50LQZaJom30ZP+fYTPEGW8b5sATQaBOf1UQDmBWJuDb5YdIWj7El4wb8aBiaJu16hnCSaPkZhjrSX74PoyUNmM6O2cMd5iMaLq29hffZuv1p7jL/9gJCquvWJBN9z3TFPxs+Gn1Q02idwZT/wWO+4xaoc9qbv7vJKlOdalCzt27KCVn19iKrePPuKjjh1hyADYrFLlCAGUqwkeTnf9HLirrtHclAQBq0Z94alv4J9eak5dPBh6LlYb1beDYSixzjWfAxKEGVvMdSZsUiJsH+ePwHPUD4ytWJfOV+GXtSd4uellkqldmN3Bq4RaH1xPSOdogsb9oe13TNwawsrgxTQxHcH9YDRvn58FVatCp07J++LlBV9+CYMGEb7WyswKz7JN1KL81Sh+/uojdu3aRc3Aq3TxFByOMBh27SoNnbdGFyqEOSwME8qFs/KAAVSoUIEKFSqk66ae1sm4dmvX3Dds/lF5sNR6Xh0wkIbmjMkEFVso4x0AEzz6Gjz2pnqb0rh28r8VR4iItlG9WF4eq1gIhg2D6GjlDdOoEYwfD4sWwT//UP7RJ+mz6zMaSCX2POyRxDXsgT//5NqcOZQqWJB8u3dT4PRpkj55JNC3QgV+njWLJk2apOm9QueeMHZKYujqoPcz+y+ZI8mQ8S6E8AaeQsWY5wciUGna1kgpL2Z25zRZxPULsHeWErow7DevW8ZHxdoIE/zVRT1MTBao3gHO7U5cnAMYNliThnBGOkgJ/zqa8YvjecpWrI49KICGTjX4YT170aBsAXYFh9NrUtXEB8cz6jrVS3E0/9+EH15PgRqtlMGewA8/wGefqYdB3brqIVSunCq7zcnYbrezePFilixZgru7O1evXmXv3r2cPHkyVV2r1UrFihU5ceIEhmFgtVqZM2eO6+FUsWLFB3Ix8FCN94qtVb7f0GOwYCA0eSNz1JvvJYahNtRObYQanaHKk2lUkSzZe5b1K+fTNfZfmloPJBeNNgCLJ9Ie4zzlFoii1SCPN1w5plJIAQIDtv6MJeB3hpZuQx63fOSS0RQ0RfHCzj0Q49R28PDGWBiM2BOPsIE7sMds5kLTprTYuNEl6PTEp5/yRhJBp2Sp3GrXhpE/Q6uWiRN8555Z+ZfUaO5frp2DQwvUnPzoa2o3q/1oCN4KpzfDzsnQeMDN24iJUGuA7ROTz+HA0YAVnL/2KM9GB/Poq2+D3U49Dw+GfvQHY6KLMPakN59bPBGOeLXJmSCUd2Y7TH9WrRHMVi6V7cins/ay5vAloAq77ZX5z3+I+pAPPki1weBwOPCtUoWKefNSKjyMK3P2sMTmT/z5o+QBXka5YlqAp533yOLFEV98Qa6+fTkwdWrqlEzoVI+aB5CwkyqMT5ighfLU3H46jJcnbsMwJO5uJmb1b6LWwpWfAr9fXeOOCi3SbTY8Kp4vlhxkyT41j5+8EsWBgIPU+fVXVeH336F+faheHQYPhv79abB7N8P69yLgVBjDkgjVHvjxR6p/8AFmEkWfrwJrgY4kpkN0f+opmjRpAqQztnx8YP0G7T2XQW7LeBdCVEe5uLcEdgFHgIuo1G09gTFCiA3A51LKw1nUV82dcHKD2pE3W+HGJTizA66njAZD7Z6XagS5CysXPGmoe578KtGI6b0kuQuOlLD/H7Xbb9jVg6ZEfZB2CDsFcYnZ/KRXSSK9KnHt0hlKxp/CJMCBCXuBCkzq3oVqxbzYFVwl1QOiQdkCaT44wHnCntRo37RJ5Y/ctcv5ncwwerTLcE+669ewYUPOnTtHSEgI69evx8/PD3d3d6Kiojh9+jQhISEYRmqVTrPZjMOhTg5NJhNvvPEGo0ePxmq1pr2ryIO3GHgox7vJBFWfUcb7oQXKAyUz1JuzijPbVcqXPEWVR0uIvxKsineemu+dSXyu4sSVfhxZ+lEuRAsuHt/JjYgwGtr20FmEKkVYJ4aE8IqdKfTsN3D9PGJGJ3DEI8xW6Dg29eJcmNRpwIV9FAxazgdJ2iIGrnmWZf+lylT6aRXFo5R/vAFMrlKFTps384i3d5r5T2+ayk1P8BqNysNu2JX2TIKLfJ4i0H4UzOujTtErtYGC5VPfu3cO7PgTLh4ChzM9aW5viAlTedjNViYElwBgyLUDCLtzcz82lgH2YKblKsHUkKK0eHIyza1Hk7vjlm7M0bYzCTu4jn3m2vzydxRx9kg83czYHAbNT+yg6pVg4osVx9q9OwBbtmxh+vTphIWF4efnx+XLl2mPEj76IngvTwFV3N0pHZdcFEMCEY0bU2DDBsiVC0g/xlyjeeBYMQykAyq3hcKVAJjhH+zK3hJnMwg4FabWw6Ubp16bpyAm3sGUracZv+kkkbGJB3YOw8DyzdcQFwcvvaQMd4A33oANG1QmiJdeooGfn2vtbdjt7B40iBoTJ7oMSANYljs3gR9/TPHy5XmmTx8et9nY6ubGd7ejQ6O95zLM7Z68TwN+BLpLKVNJCwkhrEAnYDJKFFRzrwnaCnv+Amse5b4WdhIuHYbYNISn3L2gUCWV8zHBSO+1JFGELj3V95QuOEJA3ZfUIiEN0QpjWkdw2HAICx/IoSwMLEl9cZxZ1v+53N3dKjanWjGV9a9B2QJppp9K7zqgNhA2bFDudpvTiL/bto0L1avzxx9/8L///c9leGcEIQRdu3bls88+IyIigrZt27rc4Lt3747VagUePCP9JkzjYRzvbrkSX9tj4djK+9N4P/Cv8g6Qqf8vuzItSLBGX8B67F849i9eJMaFIiDKswSeVVvDgX/AYQeLG4VaDob8pdVPWouBtBYJ184RPqMn+UN3IoTAkJJpe+LZv/QAIzmAB8nd4yuXK0dRb2/gDgSd9ASvediJu+FUmQd83kxeVvM5OLxEbT4uHgy9l6lNyevn4cA82Dk1+Sl78XrQbJjatHTq1vjZq7PsP0mpAp5UCrySrPncVy7ycd/qfDB/P+/6WVn33pvkz6XmPrvDYMHus3y8MB678YTzDoNO9UrwcbvqnA2PoXjHLwBwe+9dAvbsYfTo0cybNy/ZZ1SoUIFGlSrhWL2aXEBrUIaFmxuUL48MDEQaBtLdnQJjxrgMd40mR3DlGCx7R3nRAJzeBGe2I0s14tD5JIdhkCguB+m6x28/HcakLafZEXSV8GilG1O3VD6OXIzE4TCoEnGO6qvmq4Our79OvFEImDRJHYTt3g3DhiF/+YWtv/6K1/DhNIx2pmN29iUeKD96NM865/Ny5cqxceNGvnvAvE0fJG7LeJdS3lRaXEoZD8xz/mjuNYeXwj89STvrXgICqrVXLvCFq6pJ/XaN9FuRpL7NYXDsYiTLD+ZlR8xHNBaHCTCqszumJAVzWylduQV9DpoS3eOTxM9kiGvX4M8/4bffIDhYXcufH7p2xTFjBths2IF+kyYxyykQl5KSJUtiMpk4c+YMoE7Se/XqxfDhw7lw4QLt2rVzGenvvPMOtWvXBsjxMXEP7Xiv2BJ8R4HduV+xdxbU6+7a+c52Lh1ScXCHFrouSeCgUYFp9qeIwp2f3f5wbYz9aOpPPks8T8WtoRrBCKFO2A8X60it12aoZ0CDXhl7BqS4bstVlA+Wh/FLA3AzSezXDOqud9DXWb6/XDkqBQW53OMLPf98VvxlNNnMQxVik53snaU8bUo3gVINUpe3+0mN5+CtMLGlWoSf30uqtYEwQ41nVfgbQOnGyFKN+HasL3Cdt+vkx/TlClX2zDMq//OUKbwweDDzyxdk2+mrvDjBn4blCnI2PIZdQVeJik++mfhSo9J8/3wdAG588zklDuwkxmLh0d9+44AzLaqrO0IwePBgxo4dixg5Erl2LRgGUgjEkCHw009gtSL8/RHa+yZb0WM9C4g4AxtHwr7ZyfWmHDYI2oJvbHlOh0aTz9ONmiW88DsZxtj1gTxWqTCPlEn7YOufHSF8OP+Aa+RXLJKbrzrV4vFKhV2x86/89CfCMNQmeuXKyRvIlw/++QceewzGjePEH3/gY7djBi6aTBzs25fCjzxCxOLFdx2qosk4NzXehRBm1AmbASyTUtqd11+QUuashfuDyqmNsHAgiZOzgCpPw6MD1S79goGJsTCPvw1FqyfemwEjPc7uYIZfMPvPRlCxaB7KFsqFwwBDSk5cvsGO02HciHMQcjWaeHvCw6cyO1EPhI51ivPTi3Vxt5jZFVwuTTf4dNm6VQnO5coFly9DQADy0CFXnI0E1lSowHf58rH333+pFh/vzNPqIODUKTw9PalTpw67d+92KV2uXr2apk2bumJsE4z0gQMHUrVqVapWrZqukZ5TH0wP/Xgv3VidVh3/T4WahB6HyU9C93lQquGt788KzmxXoSmXD7t24w3MGM5ddxsWvrD1wq1cE+qXyU+frYUSN8b6Kn2IozvWErvsZZdRb2nYJzHeNKMbdQsXwsyZULs2ERUr8tlPP7F9/36+2iHoZhZUCjVoIIFChWDSJOp07pyme7wmZ/BQhthkF4YjMQ+7z2AAVh+6SMDpq7SvXVzNpbkLqbK1I1Q6N1AaNVWfgRINYNNIZRCYrWrDLgkbj1/h8IXrFMnrznNbF0JMDLRrB8uXq8X9xImIPn3oMf5ftp2+yvFLNzh+6Ybr/mJe7lyJjEcisVpMvNiwNERFcezpp6ni6wuAxW4nd1AQxYsXp1mzZixatAi73Y7VauWVV15Ryu4tWiDc3V3pH3n5ZaVzAdr7JhvRYz0LOL5G5Wk/t1OFwpgsULUdBK5NNk4n/HcKgIHNKjCoRUU+WnCAOTvO0H/6ThYOepwyhRI9UOwOg983nmTM2uMuq8AkoEv9kjxeqTDg9Ga9HAgrlijh188/T7N7QYULs9Pbm65nz1LFbkcCuypXpsaWLbRxetAxKJXeuOYecKuT9xmo7D12YLgQooeUMhB4g5x26vagISVsHQPrvlI7dcIECDXYm76buCDPWyzjadyScD3WxqyAECZsPklEdPpp0JJSvnBuSub3JOBUGIZUE3mfx8vjblGBsem6wU+bphYKBQo4U8mFwNGj6ncKHOASyrADG06dYqOzLMD5I4Sgf79+/Prrr7i7u6cZk34zddmcaqTfBD3eE4zZpu+q+NETq2F6R3hhGlRpe6u7Mw/DgIA/YM2nrp14abayp0hnBgc3pThhNDEdIcCoTqOmT/NRO7Upt6tGsVQbY9UateEo6Yg73g5Sgq+vmuA3blTXFiwgPzAuoc5ViWsDsXFjZeSXULGzOhY1RzONhzHEJjs4tkLlcC5QDqq1Z9upMAb+pfRdZvoH8/dAp4CVNEhMqmiCJ95RHncA5R5Pdz3w+4ZAAN5o6I3lFecmwYcfqt8//QT//Qe7dlHkj7GIIq1d4TAd6hTn0w418PbySFTDLpufErP+4OrXX1M1NjbZ5wxr2JBOAQGYzea0dWJ8fGDdOq1vcf8xDT3Wb0563qxp4fcbrE7iFVqhpdKtKFQxWTsHRFV8A33JbTXT49GyCCH4unMtzkXEsOVEKH2mbWfBG4+RP5eV06FRvDN3L3vPRABgNqkYOjeLiSYVCif//ASP1LfegpIlkxXduHGDkSNH8tNPP/FOXBxdABNq3R1ZvjyeCYa7Jtu4lfFeQkrZHUAIMR2YKoQYkeW90qTPme0QuE6lYAtWu9k0G6bUskP87t4FHpWOYt2RS5yLiGH9kctExqVWpK9RPC/Vinlx/FIkB89fB9Tu3pCWlXj3qaqudpKltUiPS5ege3c1Yd8EA1gBfINSrV4JLndcc6tWbP36a0JDQ+nWrZvrJL1v3764u7sDOk/rbaDHewLW3NBtNix9W7mqzu4GlVpB44G3Z8QnTcPoXRNirkJ0GAT7q1P0qu3UaVgyqXcgPgr2/Q0B4yHshOuyRDDH3ImPgjoDcNlUmH1GFdwsJj6pWcxVL72NsVTijrfC3x/WrlXxpitWuHK+JizYDeAYEJc3L7U9PDBfccbHmkwqBZTTcNfkbB7aEJvswM+pCN1kEJjM/BUQ7CqKdxisOXxRjf1yTcHikehxV/mpxDbSWQ/M9A9mR1A4ua1muh9cA1evQpMm0NR5Ou/lBZMnw5NP0vivX6ndpxKHCpXFzbkx7+2l0jZa/5tH419/pfjJkxR3xsUeAcqjNtsT0riZzWojX+tbPDjosX4LTm+BvzorDxmLh9KHSW/tve1PWJ0kd7swQfmmynCHZON0wuzdALzyaBny5VIpbN3MJn7vXp8Xxvtz9GIkr0wMoER+TzYfDyXeYVA8nwc/vVAXDzdz2mvwsWPV/J47d+IGHbB161bGjBnDhg0bCAsLAyC6USNid+zQoW/3Gbcy3t2FEO5Syjgp5WkhREfgb6DWPeibJiVntsP0DokxuW654PnJUK2del/27ia7eLvB7G3BfL3sCI4kYhg+FQrRpkZRfvzvGDa7gZvFxNeda7tSuXWfFOC63rxqUdd9NxWaA3WiN22aUogPTxTWk0IQUrcu061WTu7axR8Oh+vB8Vfp0nR87TUqVKhAu6SKlt9841oE5PSY9CxEj/ekmN2g02/q/+m+2cqVLXAtFK4GtZ9XRrwtVm2ilW4C7nmVCOTx1XB0afLYtZQkiEsWqw1FqqmxfGEPXNinDHiAXIUxYiKQ0iBeWpgXWZPyhXPzQ9c6mIS4vY2xO8HPT5142RI9bWSRIhwoU4bKu3a5UsBMfvxxvl23DvPu3dC6dWIat5Z3qGOheeARQvSSUs7I7n7kOHZNhzMB4JZb6XAAJy/fSFZl7eFLDG1TBY/bUJ9OwGFIxq47wdh1aqPQERcPP/+sCj/8MPnmYps28MYbmP74gzlbxzN9zFwaVylGg7IFkMeOcbh/f2r6+rryPF8AlrdqxTPTpnFi5UodOpPD0GM9Bf6/JaZetscokciUY89hg1XDYcck9d5kUeuLNMJYAELCollx4AJuZkHfJ5Jnj8jr4caUPo1oP3YLhy9EcviCyjTTrEphxr1cn3yeytBPtT6YMQOGDlWv4+Ph2DHw8WHJkiU899xzrixL1atXZ/Lkyfj4+OjQt/uQWxnv7wIFUHEtSCkjhRCdUCk3NfcSWwys/TLRcAdo8Gqi4X4H7AoOZ+3hS4Dk5JUotgaGphKd6dmkLF93VrZbvdIFUhkMDcoWYFb/Jhk3JE6ehNdec522Oxo1wti9G+FwEC8l3fbuJcBZ9TjQAthiMtH+jTf46KOPgPQVLfVJ+h2jx3tKhHAK1iW4oQKhR2HDt+rndjBZVJ50w67SNSYQf0OleAvxT16/SHVo/gGrHA35c858l3t8ydrNmdW1Lp7WxPCTTCckBHr1chnuEjhSowadrl8ncNcumqDG4mYhaN+unfJq0W6uDx1CiBppXQZeQ4XfaDKLkG2wbKh67YiDy4c5YqnGkYsqDVsvn7Is2HOWwCtRfLboID90rYO4hcedYUj+O3SR0WuOcyLJJkC7w5txP3cWqlWDZ59NfeMPP8DKleQ6fICO/Z/GVqUKlw4cwPvSJWomqeYA9vr40N85v5fUoTMPLHqs3yZJPOUA2D5Rzf0tP1Yb+zERMK+30qkyu0OnX1UIzE022SZuOYUhoUu9khTP55mqvER+TzrWLcEMf+WFYxLwaPlCLsM9GRcuwGefKQ+aBAwDNm7E1+Gge/fuLsPdZDLRo0cP1zpah77df9zUeJdSBiR9L4QoKqW8DMzM0l5pknNqIywdmiTNiwCLO9TsnKFmDENyKjSKfWciWHP4Ev8duphKn75swVycjYhBOmPVOz+SGAtzR6ncUmKzwTvvwIQJYLcjCxVi6wsv0HXBAso7HEpoDmXM/9G3LyVLluSll15ih9MN/scWLVxNaSM9c9HjPR2SuaG6QYuP1Fg8MD8xrzqAZ0Go0AI8C6iTdcOh6ifki0+aJ91shRemqnYD/oAT/6k2hAnqvMBWj2YMnb6DWFmF3Y4qmAS0Lu7lMtwznQQvmKFD4fp1JMo1Pg7od/gwgajsDLsuX2aHYWC1Wvkp6Qm7dnN92AgA/gVEiutls6EvORcpYd2IRC8eKSFoCzOuqIX8iw1L8VG76jxbrwTP/+HHvF1nqVM6Pz2bpP3PsCvoKrO2hbA7JJygMOXWXjiPlWsxNgyHwWvb56uKw4YlilomJU8eTnXpQoXRoykVEuLSo4kAdrq50dRmw4TyzCnVp09m/RU02Yse67fiwn4IC1Thdo++AVdPweFFSmDy0EKo8yLsmalC53IXUSF5SVOwpkHYjTj+2akyIQ1sViHdj+5UryRzd5zB7jCcse2FkleIiYFRo2DkSIiKUmnhnPlkpdXK/NBQXm7ZErvdjslkQgiB1Wqlpfagu6+53TzvCfwLNMuKjmhScGa7Ur0+vxdOrlXXitaAxq9BTFiqnbqAU6Es3HOecoVyUbJALmJtDmJtDgIv3+DYxUhibQ5OhUYRGZs6fh3gqRrejHi2JiXye95+rHpGWbcO+veHoCAADJOJt/Ll47fx4wG4hJolzGYzXz/3HK+//rrzNu0Gn03o8Q5p5zcHqPuKErMznKqwr8xNUtbt9vKkg5rwT28GRzzSbGVJRAXeWbENQ6qddAFpT8qZgb8/LF0KmzerrA7AnjJl+DQkhDqojbTImjVZM2YMrVq1Ytu2bXosakCFMg+TUoYlvSiEWJ5N/cl5GAasHAbBfs4LJjBbuVHch0WrzwHQ00fZTzVL5OP75+vw9py9fLnkENWK5aVRuYKupi5HxvLb+kBm+Ae7NuwL5HLj3aeq8lLD0hw4d40Ls+dT9XKQ0qvo3j3NLl28eJGls2bxpuqNSktSoACef/1Fq6ef5vDkydq9Nuehx/qt2DtL/a77CrT+TL2+MBSWvauU5Lf+4qwooP3o29Khmu4XRJzdoHW1olTxzqsuLlsGO3dC27auzfIGZQswe0A63q9ff60M92vOHPGdOinvmbAwbGvW8F1AAF+MHg3Ae++9R6dOnfD19dXz+wNARo33lDtvmqzg5EaY1VUZBaAMgxbD4bG31EleEqSU/LYhkFGrj980y3sC3l7u1Cudn8J53Jm38ywOQ+3Wvda8IiXyq938DJ2k3w4hIfD++yrdG4miVw7DIO+pU5QqVYo+ffowatQol9BcC33Cfj+gx3sCabmhlnkU+iy7qzzprmu9l2A7uZlxp4oxdqtKizSkZSWaVy3C9tNXsya23d9fubnHx6v3uXOz4cUXaTNtmksc0sPDg/UTJybLzqDHogZ4EohKeVFK2T4b+pLzcNhhyZtKa8PsDq0+UWE35ZoyL6QIMbZwHqtYiEpF87pu6VSvJAfOXmOS72n6T9/JSw1Lk8fDwp6QcDafCMVhJK4QBNDnsXKuE/oGZQvAqr9U4TvvgFPkNQHDMJgyZQrDhg2jWkQEA0gUiy0/ciS126t/du1emyPRY/1m2ONg/1z1+pEeideL14V+a+CfHnDUuc8hTKnd69MgKs7OdKcr/OstnCJ2ixdD587q9XffqTC1JAZ8svVBVBS8+KISmwV10j52LAwZAsCCBQt4c8IEzp8/j6enJ1OmTKFbt24ANE0QqdTc12TUeL8d+1Bzp1w/D9smKDdaI1EsisYDoel7qarvCQnn2+VH2Bkcnux61WJ5qVUiH4GXI9l/9ppKGCOU683wZxLzvHepXyrrRK+Ag7//Tq6ff6ZMcDAWm404i4W5Vitdo6NdE3/B557j+KxZeHp60q5dO32qd3+hx/utuINsDmmxLLwUX26tx5XIOHJbzYx6sS5P1yoOkOwELdOQEr791mW4S2BDzZq0njoVgB49elC9enVatmypx6ImFVLK60nfJwmx0dwt9nhY0B8OL1YCdS/PVuE4qM36v/7ZBEAvn9Rey8Ofqca202EcOHedP7eccl23mASNyhVg75kIDEOljnqicpHEGydOVN43uXMnM779/f2ZN28eGzZsYO/evQDkf/pptjdrBhs36hP2hwA91m/BsRUQEw7etZXBnhSTCR4fCoHrE8Pl0hCmS8mo1ce4FmOjinceGiaszROEJEHN22+9pQz43LmT33z4MLzwgvqdtB+RKsRvzJgxvPPOO4BKpzxhwgSX4a55cMio8a7JbM5shwP/qhiZUxsTjXbhjDczu0ONTq7qu4LDWX3oIofOX8c3MBQALw8L0fEOpDOf4/+eS1sJ/skaxZJ9dKafsCdgs3G8Z09qzJ3rUp5dC7xqt3PWbucPkgjQNWqEp6c68denepqHCSklu4LD+Wn1MQJOXQXUidj/nqvtMtyzBLtdna4tV6cBUgjiheCT7duxWCyMHz+efv36Zd3na3IiOsQmLTKS9xlUuqllQ1X8rHs+6D5Pefg42RoYxqkrURTz8qBNdW/lPZNEKNJiNtGsShEOnEu0t1pVK8qPXetQKI972iFxixYp8VhQqSEPHQIfH3x9fWnVqhU2p3hlgQIF+P3333nppZcQQoBTOFbz0KHHelL2OCWBHumROvUrpB8ulw4bjl1m6tYgAE6HRrE7JIIGRdxht0oZlxCvzs6dUL8+zJoFDRuqsr/+gtdfh+hoKFtWpWG22cBqxWjWjG+++oovvvjC9Vkmk4mzZ8/e7V9Akw1ot/nsIuIM+I2DHX+qgQiAgBqd4bE3lUBNksEupWTOjjN8uvCgK42bxSwY0LQCb7SoyIlLNzJPCf5OiYvDMXkyNz77jCpXr7ou24G9BQsyeNgwihYtypAhQ9IUoNPcd+jxnsnsCg5na6ByYd1w7DL7z15LVm4ScDYiJus6cOMGdOumDHerlaNdurBw+XKWREZyNH9+/ps/n1atWmXd52tyKpn6rBBCzARaA7lR2S9+kFJOyszPyHKC/WFaezWXW9wThSvT48RamP1Cojjd098lM9wBZvgHASrns2X7NpWW0WZTbu7r1oGPD62qeTNpy2lsDgOrxcTglpUolEe5wafasJ83T2WXSFiDSAkbNxJUvDg9evRwGe5CCAYPHqxP6DSg1wWJXDsLgevUiXqdF9Ovd5seegGnwnhz9m6Xy6NhSAJOhdFg9QZ1cl6tGvTsCWXKqNj1AweU63z//rBjB+zapW7s0QP++EOVb9zItUce4eVvv2XlypUAWCwWJUqdIkRV8+CQUeO9a5b04mHgzHY4skzlfzy3W4lYJEOAzxBo+w2gFvkB9oLUivbipO9p5u44w7FLkcnu6Pt4eT58uhqQSUrwd8qGDTBqFHFbtuB+/Tr5gCCgOLiUZ9t+953Lva569eraPf7BQI/3TGRX0FW6/RmALUnsacHcVlpVK8LSfRfSV4vNDPz9YckSWLAAjh+HggXZ9M47tPz8c6SUCCGY9fvv2nDX3CmZHWLzHdBPShknhKgGbBRC7JFS7srkz8k69vwF0pl61R6r4l7TW8BfOa5c5RMMd2GGGxeTVTkXEcPaI5dwMwu6NS4NP81UJ+UAsbGuGNibClglEBmp3G6nTVPvTSYQAmm18l9sLC/Vrcv169edRSbc3d1p1+7O09JqchQ6nC6BfX8DEqq2g1x3Ht7mMCTj1p9g7LoTGFIdrruEassXhDedgneffpooJtm1KwwfDr/8Ak7RZ0B5xHz7rWrEx4edbm507dqV4OBgChYsyOzZs/Hy8tJr8AecDBnvUspLt66lScWRZfBPz8SJGcAtF5RsCGcCnCmlrFBD5VXdGXSVVyZuI95hJGvGy8NClNM93mox0bZmcjf4e4rdDps2wW+/IRcuRADuQCAwrlgxnpowgciLF9NUntXu8Q8GerxnHvF2gxFLDyUz3NvW9OaXbo/g4Wbm5cZls85Dxs8PWrVKXOiXLEnw1Kl0euEFpPPEzWQyEeTMAqHRZDdSykNJ3zp/KgIPjvF+7Uzy97umQ7UOULpR8usn18M/fSDuGiBUyFwasbGztwVjSGhfqzhF83rA9SShyFJCYKDrbbqb9v7+MGOG2sg7fx48PGD0aA6YzVycM4clkZH8+tVXADz33HMMGDCAvXv36kW+RpMSw0h0ma/f846buXQ9lrfn7CHg1FWEUEK1zaoUZkdQuFoPBO5WoSzFi6tY9gQ8PGDMGIiIgOnT1TWzGfLmdbnvDx8+nJ9++gmHw0GjRo2YN28eZcsqrQw9nh9sMhzzLoRoCQRJKU8LIYoDIwEH8LGU8uLN737IcNhh+wRY80Vyw71WV3h2rEoRlSQm7oJXbf5dd4JJvqeSGe7lCufmg7ZVaVPdmwPnrt07N/iUbN4MU6dCWJgyCMJU5pAEHyo7cPjRR/lx82asVqWYrZVnH2z0eL97wm7E8cbM3a44VJMAq8XEwGYV8XBTeduzxEMmKgpmzoQvvkg03IHQjh15rE8frl27liyvq3af09wFme5KK4T4HegDeAJ7UAkQkpYPBAYCdOjQIbM//u6IvgohAep149fgzDa4sFe50T87Duq+pMq2T4SVH6oT+uododEA5ZWXIjY2zu5gzna1GdDLp6wyHJyaFdSvD3v2wJQpULo0jBiRdp/WroVnnlEb7wCVKsHixfhfu0bLli2Jcz4jPDw8+PXXX+nbty9CCJ555plM/uNoHnB0iAxAiB+EB4FXSahwZznRJ205xajVx4mxOSicx50xL9XjicqFAWhc3umBl3Dq/sYbkLCuTsprr8E//ygRO6sVWrRASkm/fv2Y6hSgtVgs/Pjjjy7DXfPgcyeCdb8DbZ2vRzl/24E/gWczo1M5grO7YNnbcPGAei9MgFA76o++pgx3wD++AnPOuhFyIJp9Z9aTcDCX8HS0WkyMeqFusjj2e260A3z+ucoZmYQgd3c2xsXRDTCj3OMjHnkk0XDX5AT0eL8Ljl68Tv/pOzkbHoO3lzvvP1mVyzfism7zzd8f5s+Hs2dh1arE/K4AQmBYrfSeO5fz4eE0b96cTz/9lB07duiTNc3dkukhNlLKQUKINwEflMZpXIryP1HPIUaMGHF/ufIe+FepS1dsDe1+AIdNGek7J8PCgXByHYSdTAyfa/o+tPxEua9XaJ6qud83nCQsKp6yBXMp9enVq+HECWWsb9umYtd79IAvv1SnbklEqYiPhwkTlDttguEuBPTqRWjRogzp2dNluAMMHjxYC1ZqbkZmj/UHM0Qm4dS93itgMmf49tGrjzF2vfKWMQn4/vnaLsPdxcmTKre71ZooKpkSHx+ld+EUrnQ0bszgN95wGe6gxHH9/Pxo3jz1s0XzYHInxntJKWWIEMKCWtSXBeKB85nas3vNrhlw9SRUa393qZ+OrYLNP8G5Hep9vjLQ/ifwLABBW5BlnyDIsyabtp5myb7z7A6JcN1qNimXuJcalcbTas66/M4ZISpK5YZMiI0DDGCcEAyNi6N48eJMDQ3lCbudrW5ufNerV7Z1VZMl5MzxnsXsCg5nVkAwKw5cINZuULdUPv7s1RBvL4+s+9CtW5XqdMICHdTEPmQIByMiOPXXX4zdv5914eE8+eSTLFq0iFy5ctGmTZus65PmoSCrQmyklA7AVwjRA3gDGJsVn5Pp7HHmTE/I+2x2gw6joWh1WPFBYl5ogObDoWX6yu3bT4cxdr3KDX3+WoxSnx43ThW+8QZYLPDyy8p1vmfPxJP3zz5TRv0nnygjANTmACDd3Vlps9GrWjXCEjzohMDDw4Pnn38+U/4EmpxJZo/1BzJEJvY6HFqkXtd7JcO3L9t/nnHrE8NcBHD0YiStq3snrzhunBrXr7wCRYum36CPD/j4EBcXR49u3fj3339xc3NDCIHD4dCedTmQOzHerwshvIFawGEp5Q0hhBVwy9yu3UPObIelbwES/MaqvIxPDAWPfDe/J2gLFKkG8dEQ7KvUYq8nSbtQ+0XoOAasuVm85xxT9zfhwuZILkVuTNWcAN5oXon321Z1XcuS/M4Z4eBBePFFOHIErFYcDgeGw4ENmCslb731Ft9++y0HDhxg48aNfKdP73IimTLeb+YaJ4RoDfwGlAG2AX2klMHOMoFy1e/vbGoy8KGU8v46aUvCruBwXprgj93pRvNEpcJM6t3Q5SKfJdjtapMt6cnaoEHw66/4+/snc4t97LHHWLJkCR4eWbiRoHnoyOIQGwtqQX//c2EfXNwPHvmVkFVSGg9Q5QnGvTCBJX1PNSklXy097BKDNwzJ4S27abBihVKY798/sfIrTiMiwYD/5RcID1fXqlWDkSM5cOkSIX/9xfzQUKY6PelatWrFa6+9xsmTJ7UHjua2yOyxfqsQGWed+ydM5tACJT5drikUrJChW/87dJG35+xFAhaTcKV4TiVUe/26CoUBePvtW7YbGRnJc889x7p16/Dy8mLp0qW4ublpYbocyp0Y7+OAHYAVGOq89jhwNJP6dO85uR6XgKY0wHc0+P8GVZ+BEo9A/A0oVEkZ8xEhKn7t0MLkcewpESYoWg2suRmz9jhj1p5wFeVxN9OymjdlC+Vi4uZTLpXpltVusrN2L5ESJk+GN9+E2FhkjRp8V68eS2fPpgWwCeg9fjyvOd14tABdjiazxnuarnFAMLAAZZwvBb4G5gJNnPcNBDoDdVGDdA1wChjPfcoU39Muw10APhULZq3hHhenFu5796r3JpNa2DtVaRcvXpzMLfaZZ57RhrsmK8iUEBshRFGgFbAMiAHaAC8DGT/iyg72zFK/67wIbmmMs/q94MA85UqfhjBdUkatPs7B84laGW4WE09uXqjm6G7doEiR5De88orKJvHll4mG+wcfwLffssXfn9YvvOBK/+bl5cW4cePo2bOnytuu0dw+mRpOd6sQGWed+ydMJsC5/CiTfN07ze80IWHRtK9TIk2P2Q1HLzNk9m4chmRQi4q0rlaUgPQ8bKdNU1khmjWDevVu2p0VK1YwcOBAzp07h7e3N6tWraKe8x69Ns+ZZNh4l1J+L4RYCDiklE5fLM6ReDL24FGxFfiOUTFqwgRFa6id88OL1M+tKFgJ6vcAj4Kw6gPXpGwv8zj/W3qYKVtPu6qaBLzevCJDWlUGoGXVotknQJcWV6+qRcGaNQAYffowzN2d0RMmABAAmM1mOibJ467JuWTWeL+Ja1wD4JCUch6AEGIEECqEqCalPAr0BkZJKc86y0cBA7hPjfcdQVf575A6eBCAu5uJJhUK3/ymuyE6Grp0gf/+g/z5Ve7X0FDlPu/jQ2xsLEuWLHFV9/T0pHXr1lnXH83DTGaF2EiUi/x4VLbRYGColHJxZnY2S7DHwYF/1OsEl/mUlG6scr47hWrTC9P7yz+IXzcEYjYJPmhbFbsheayYB8Uec+5hDBmSdvvu7moDzzCU+nT+/Jw4fZru3bsny9v+5ptv0kuHuWnujEwPp3tgQmT2/g1XjqjXfmOh8pNQujFTfU/z5bLDAEz1C+KN5hUY3LIyud2VmeV7IpTXZu7C5pD0e6I8w9pWRQhBg7Q8bA1DuczDLU/dly5dSqdOnVwpX8eNG+cy3DU5lzs5eUdKefxm7x84SjeG3kuST6bXzsKSt5SwTAIFKzrFZATsmeFM8eYOz/2ROAF7V4egLYQXfZTXV0m2nT6N2QSCRPcYn4qJi/lsE6BLSXw8/P67EqaLVPnkpZsbwwMDGe3ri8ViwWQy6fiZh5DMGu/puMZ9C+xL0naUEOIkUBN1ul8zabnzdc102s9Wt7qg0CgGztiJ3ZC0q12MmiXyZe2m3PXr0KEDbNmiTuBWr062Qy+lZPDgwRw5cgRvb2/69+9P+/bt9U68JqvIlBAbKeUV4MFUVjq2AmLCoVhtKF43/XqlG99UW2fVwQt8vkTtd373XG1ebFRaFUycqFJDNWkCDRumfXOLFsqAj49HWq3MDw2lV926xMTEIIRACIG7uzvt27e/s++o0WRt+Oz9GyJjOGB9EuFmh03ZDaUbM393YsislPD7xlNM9wumY90SFMptZcLmU9gNSY8mZfi0ffWbe7usWKFSP5YtC506pVvt0qVL9OvXL1nK18AkKSM1OZc7Mt5zJCkn03yloMVwCPZTJ/JmKzw3PrFO3W5p7pzvMiqzMCwXKzZc4Gp0PEXzuvNHj/qAuL9O2BOQEhYuhA8/TJYnFsBhs2H29aVAgQIsXrwYi8Wi42c0d0w6rnF5gCspql4D8jpf53G+T1qWRwghUsa9Z6db3bVoG32n7SA82kbLqkUY2+0RLGZT1n3gqlUq3vXcOShVSnnKVKuWrMoff/zBlClT8PDwYMWKFdSvXz/r+qPR5MSQuoySoED9yJ3nfd52Koy35uxFSnjvySqJhruUiadx6Z26A/j4cGDMGM7OmsW8y5eZOno0AD169KBHjx7s3r1bz+GauyVTxvoDFyLj/xtcP6deC7Mr7CXebnAqNApQ3rVmk6BSkTwcuRjJnB1nXLebhaBzvZK3DlP58kv1u0MH5T2TBqGhobRp04YrV64ghMBkMumDtYcIbbzfjLRO5JOWpdg533zsCn2n73DFu1YrlpcZfRtT1KkwfV8Z7aDi2r/5BoKC1PuqVaFfP+yffoqMj8cGHC9eHL/166nmNAz0hK+5G9JwjbsBeKWo5gVEOl+nLPcCbtxPgnXxdoPXZu7kVGgU1Yt7Me6V+llruK9dC+3aqcW8EEqYKoXh7uvry9tOd7tJkyZpw12T5eTIkLqMcO0sBK5TC/raL9xREwt3n+PDBfuJtxv0aFKGIa0qJRZu2QIHDoC3N7yQfvv+/v60ePNN4uPjARXbPmXKFJeKfNu2bdO9V6O5HTJxrD84ITKhgbDhW/X6yW/AiHfZBVuPXSY63kHpAp50a1zGdUgXePkGHy3Yz44gp/4Ekm2nr9LwZmLU338PO50pJKdMUdo1KdbdV69epU2bNhw8eJDq1avz448/sn//fr0p9xChjfdbcQv3NoAzV6OZsvU0MwOCkwlVtatd3GW43zdICb6+Kufr1q2J1999F0aOZMKUKUyLj6cFsFkIPp440WW4azSZSIJr3CFUXDsAQojcSa7j/F0X2O58XzdJWbazK+gqXyw5xMHz1yma153JvRuSxz0LH6s2m1KRT9i7MJng2LFkVc6ePUvXrl2x2+288847dHcK12k0WU2OC6nLCPv+BqRKN5tLLc53BYfftsfd7G0hfLzwAKBO7zqlPKFLOHUfOFDlfU6Hb775xmW4AwwZMkSnf9NkOpkx1h+YEBnDgCVDwB4LdV+Gx99MVrxi/wUAnm9QisEtEzfcKhXNw/BnqtN9UgA2u5G2qnxS9u1TKR4TiI9X+duTGOThzlSv+/bto0qVKqxbt47ixYvrMJiHjJuuMoUQZqATKrX3Miml3Xn9hQSBqYeVXcHhLNxzjlNXbhBwKgwjYS3tnGutFhOPV8pCoaqM4nDA4sVK0GrbtuRlZjMULszaTZt48803seEUpjOZ2L9/v34oPCRk1Xi/hWucH/CjEOJ5YDnwObDfKVYHMAN4VwixArVL/x7KZS/b2RUczkt/Brg27IY9VZUS+T2z7gOlVAv3E87MFWazWsQncZPbuHEjPXv25NKlS7Rq1Yoffvgh6/qj0WgUUiaqzDuF6nYGXeWlPwNwGBJ3i4nZA5qka8D/s/MMny066HovgO2nryamiz17VoW3WSzw+uvpdEHyySefsGKFyrKVkLc929NqaTQPOtv/hBB/yOMNbf+XrCjebrD68CUA2tcunurWBmULMKt/k1tv4l2+DM8+qzboE1zlU8zva9as4dVXX+XcuXNUrFiR9evXU7x46s/U5HxudUQ0AziNSgExXAjRQ0oZiHJzyVHG++3ukIdHxfP7xkAm+Z52HX6ZBXR5pCT9mpYn1mbcX7Hta9YoIbqdO9UCAKBQIfWQ+Ptv9aCwWvG1WOjQoQM2mw2z88Gh42ceOrJqvN/UNc5puP8KzETlee+W5N4JQAXggPP9JOe1bEVKyZg1x12Gu0nA5RupsttkLl98odLH5MoFY8eqyd6pKg/g5+dHmzZtcDgcCCF4//33sVi0c5VGk+UE+0H4afAqCRVaAjB/9zkczudDnN3g1/Un+LNXQ9yShNTYHQbfrjjC1K1BgIqVJa28z59+qjbgW7eGEiVSfbzD4eCNN95g4sSJmM1mPv74Yzw9PbUbrUZzt1w9BesSYtB/dnnVJLD1ZCjXYmxU8c5DZe+8aTRwG8LUcXEqa0xICDz6KIwcCf7+yeb3DRs28PTTT2MYBkIIfvrpJ0qWLJkZ31DzAHKrlV0JKWV3ACHEdGCqM5VTjmJXcDgvjPfDkGAxCQa1qMiTNYpRsWhujlyIZGtgKG5mwb4z11h39BI2R2K4rQAGNKvA8Gequ65lu9F++bI6ZZ8yBQICEq8XLw4ffwyvvgq5c8OAAbBxI+scDp7++GPsdjuDBw/m5ZdfZvPmzXrif/jIkvF+K9c4KeVaIM3YDGds+wfOn/sCKSXfrzrGlsBQQD0DrLdyh7tbJk6Er79WbvJz5yohmxR88sknOBwOQKnO7t27l2eeeSbr+qTRaBS+P6vf5ZuDSW1+h6XYzNtw7Artx25hxLM1eaxiYcKj4hk8ezd+J8NwMwu+7lSLyt55U2/+L1gA06c7P8dXLeqTzMtxcXF0796d+fPn4+Hhwbx58/Rpu0aTGRiGyjpli4Zaz6uQmBQkuMy3S+PU/baQUnnTbN2qxGcXLYJixZKduBuGwVtvvYVhGICa348cOULnzp3v7DM1Dzy3Mt7dhRDuUso4KeVpIURH4G9UeohMQQhRGXWq9q+UsofzWmvgN6AM6iSuj5Qy2FkmgJEkCmNMBj68GwGrgFOhLrd3uyEZuz6QseuV8rpAHRsmYBJQr3R+Dp2/hmGoHfInaxS704/OPNauhTFj1On6gQPqoZMUkwkGD06uUuvjw9SjR+nfvz+GYfDBBx8wcuRIhBA8/vjj97T7mvuCLB/vDzqGIRmx9BAz/IOxmARvta6M2SSy1tNm+XJ44w31+o8/0jTcJ0yYwMaNGwG06qwmWxBC5APeAh5BZYlwIaV8Kls6dS84tgoC16jXh+ZDw1eJL96Q7UFXAejzWDlK5Pdg1rYQjl+6wSsTt+FToSCHL1znWoydwnncGd+jvkvEKtlzJCYG3kwSX2u3J4uBXbt2La+//jonT54kX758LF26lKZNm96Lb615iHloxvraL5RgtXs+eObHVMU2x81d5m+L0aMTPeqWLFGGewq++uorDh5UYTVms1nP75pbGu/vAgWAiwBSykghRCdUvGpm8Rsq5QQAQojCwAKUcb4U+BqYCzRxVhkIdEYJV0lgDXAK5ZJ7RzQpXwh3iwmbw8AkBI3LFSQ0Ko7AyzdcRj1AiypF+L5rHby9PDIkRJPlzJ4NPXokilhZLPD001C3Lvz8s8s1nlatkt323nvvMdqZRuarr77i008/vXUKC01O5l6M9wcWu8Pgw/kHmL/7LFaLid9fqU+bGt5Z+6GTJyvD3eFQrrMDB6aqsmTJEgYNGgTA8OHD8fLy0l4zmuxgHmAGFqK0LXI+UsKaTxPfO+wQtAXfqLJERCtX2i861kAIQS+fckzacoqx607gf0oZ9kLAt8/VSlt9WkolTnn+vKpoMiWLgd2wYQNt27Z1ncaNHTtWG+6ae0XOH+uHl4DfWPXaHgNXT0Lu5N51WwOVy3zloum7zN+UUaPg/ffV6+nT4ZFHUlWZO3cuX375JSaTiR9//JG4uDg9v2tubrxLKQPSuOZAxabeNUKIbkAESrQqQaKxC3AoQSDL6bYbKoSo5hSx6g2MklKedZaPAgZwF8Z7g3IFmT0gtaDE9tNh9Jy8HZvDwGox8WbryngnSfuW7UY7wL//Qp8+ydWnP/44MU9kx45qpz5J7AwkN9zd3Nxo06aNNtwfcrJ6vD/IbDsVxmeLD3L80g083cxM6t0w6wUpFy1SudxBCdik4QIfEBBAt27dMAyDL774ghEjRmRtnzSa9GkCFJJS2rK7I/eMPTMh1CkgmSTv8+Kt54HkivEebmaGtKpMZJydCZtOAUoAJPDyDdrWTKPtCRPUiZynJ4wfD+fOueZxh8PBkCFDXIa72Wzm3LlzWftdNZpEcvZYt8fDquGJ7w2HOoFPkXlqxYG7cJmfNSvRcLdYII349R07dtCnTx8ARo0axdChQzP+OZocSYbVjDLLXUYI4QV8BbQG+iUpqgnsS9JmlBDipPP60ZTlztdpTX0ZIi1jvHH5Qmka9fcFdjt88olSj4fk6pRPP51Yz8cnVY7IefPmuQx3UPE0Gzdu1Dt5mlQ8NO5xN+GfHSEMX3DA5YXzWYfqWW+4R0WpU7ekbNoEjz3menv8+HE6dOhATEwM/fr144svvsjaPmk0N8cXqA7sz+6O3BPCgxMX+M2Hg0UZ7tHe9Vl9aC0Az9ZNLS73VI1iTPcLunnqKH9/eOst9XriRJXrOQkffPABhw8fBrQbrSZbyNljfd2XcP0cIECYXJtySbE5DP475HSZr5NB4/3KleThMFKmSgl39uxZOnXqRGxsLAMGDODtt9++wy+jyYnciRRxZrnLfA1MllKeSXHimwe4kqLuNSBvkvJrKcryCCFEWnHvQoiBKFf7OxJxuW9O2BPw91cxsP/9pxTkzWbletOokVrcpzhhT8nGjRvp0UOlsnFzc8MwDD3xa25GjnSPG736GBExNjrWLZGYjikF+85E8Mu6E6w/etl1zSQgPDqLDxsMA3r3hgsX0nSXBVi2bBm9evUiPDycdu3aMX78eO05o8lu+gArhBDbgEtJC6SUX2VLj7IKw4BFgyD+BlR/FloMV2MVWLvvPDE2B/XL5Kd0wVypbr1l6qiLF6FrVxXu9vbbqQz33377jdGjR2OxWBg9ejQ3btzQbrSae00fcupYP7YS/H8FkwXajYKYMGW4pzh1T+oyXyUjLvMJyvLh4enO7+vXr6dnz55cuHCB5s2b8+uvv+r5XZOMOzHe79pdRghRD5XrOXWAB9wAvFJc8wIi0yn3Am6kJ1gnpfwT+BNgxIgRdyxqd1/g7w8tW6rBD1CggMr92twp5J3kVC4t9u/fT6dOnYiPj2fw4MG88sorbNq0SU/8mpuR49zjNh+/4hKknOEfTIOyBXiyhjePli+IzWGwZN8FDp+/xu6QCACsZhMOKdNO4ZQVfPklzJ8P+fIpgbqgoGSbcps3b6ZTp06ulDHvvvuuTgmnuR/4FigNBJF8jn6w59202PYHBPtC7iIqfVSShfWSvcp9vVO99NM4pXsosGUL9Oql4tybNoUfk4tkLVu2jLecJ/KTJk2id+/emfBlNJoMkzPHesQZWPi6et36C2jYJ92qd+QyLyW89prKGlGypJrfDx5MNr9v3bqVp556ypXydfjw4Vit1jv8Qpqcyp2s+DLDXaYFUA4Ice4m5QHMQogaqNh114wkhMgNVAQOOS8dQonVbXe+r5ukLOcSGqrc6BIMd1DiVQmG+y0ICQnhmWee4fr16zz//PP88ssvmM1mHruFwa956Mlx7nF+J0OTvd8VHM6u4PBU9dwtJvo8Xo6BTSsQFBZ9b8Jn5s6Fr75Su/Fz5iQPgXHyySefJEsZs337dlq3bp11fdJobo9uQBUp5YXs7kiWcvkorE3QlBkLuRNDaMKj4tl47Apmk8h4HKyfnxKVtdvV+w8+ADc3V/Hu3btd+haff/65Ntw12UnOG+sOG/z7KsRGQOW24DMk3arJVOYz4jL/449KmC5XLli6VAnUdeyYrMrXX3+dLOXrnj17eDqNdYDm4eZOjPc+3L27zJ/AnCTv30cZ8858SPwohHgeWA58Dux3itUBzADeFUKsQO3yvQeMy/jXeEAwDJg6FT78EMLC1DUhwMMDOnW6rSbCwsJo27Yt58+fp1mzZsycORNzQoy8RnNz+pDD3OOerFGMac6YU4vZxOvNK3A5Mo5VBy+6XOIF0L9peYa1VennC+Vxz/rwmZ07lfgkqFCYNCbsJUuW4OvrC+iUcJr7jlNAjvHQSROHDRa+Bo44qNcDqrVLVrzy4EXshqRZlSIUyet+++0ahhKvSjDcTSaV8tUZ6rdo0SJ69epFVFQUPXr00MKUmuwm5431dV/B2R3gVRKeG6/GYDr4nQwjItpGpYy4zC9eDMOdGhkzZ6apLL9+/XpWr14N6Pldc3PuxHi/a3cZKWU0EJ3wXghxA4iVUl5xvn8e+BWlcr0NtcuXwASgAio3PMAk57Wchb+/OnnbsEFN4gCtWyv16dOnbxnbnsDGjRvp3bs3ISEh1KpVi8WLF+Ph4ZG1fdfkJHKce1x6MaddG5TmlYkB2B1KSKpVtSxOA5eUJUtUusfYWDXG0xCnCQoKcp22DR48mJIlS+qQF839xF/AEiHEOFJv9K3Pni5lMsvegQt7IXdRePq7VMWLnS7zaQnVpYvNBn37qjkflNHg7u6KgV23bh1dunRBSonJZKJ///46/lWT3eSssb51nDMtnAm6ToVcaevgJLBifwZd5qdPhwEDlNv8//4Hzz2Xqsq5c+fo1q0bUkp69+5N1apV9fyuSZc7Md4z3V1GSjkixfu1QLV06krgA+dPzuS//9SOe8IufMGC8Ouv0K1bsti6W7F161batGnjip355ptvyJ8/f9b0WZNTyXnucaQdc9qgbIHsyS6xZAl07qwmdpMJevZMNc7j4+N56aWXiIiIoGPHjowbN04v4DX3G4Odv/+X4rpEbbg/2OybC3v+Uq9jI+DK0WQiVucjYtgedBWrxUTbmre58RcbCy+9pJ4BuXOrhX1UlGtzXkrJ0KFDSZD0EULg5+dH89sMl9NosoicM9aPLoc1n6rXJtMt19g2h8HyAyoVZPlCuZMX+vsr1fgGDZR37N69sHq1EpkGJTCdxtiNj4/nhRde4MqVK7Rp04bJkydr71jNTbkT4z3nucvcL9jtKp/rBx8kGu5CwJAh8PLLGW7u008/TRY7c/jwYTrdpqu9RuPkoRrv9zy7xOHDSqAqQW9TCNi6FZo1S1btww8/ZPv27ZQpU4Zp06Zpw11z3yGlLJ/dfcgypIQNSeyUNPI+L9t/HimhTfWi5PVwxqonLObT8pS7fl2Fvm3cqMRnV66ERx9NVmXkyJEcPHgQ0CnhNPcPOWqsb/0l8bWUaeZzT8rEzSe5EafW1R8t3E+ZQrnUmmHdOmjbFpxr7nRJkfIVVOpHf39/SpUqxezZs7Xhrrkld2K85yx3mfuF1avhnXfUYh4SdwBT5m2/TWbOnMnGjRudTenYGc0do8d7VrFlCzz7LFy7lny8pxinCxcuZMyYMVgsFubOnUvBgjd36dNoNJnM4cUQEaReC3OaeZ8X71Wncc/WdarM+/mpsWy3g8Wi4l1btIBSpdQ8P2QInDsHxYur+b9WrWTtrVixgk8++QSAH374Abvdrt1oNZrMJC4SLjrDUtPJ554Uu8Ngku9p13ub3SDgVJgy3keNSm64lywJzzwDXl7w22/qOZDG/D537lx++eUX3NzcmDdvHkWKFMnMb6jJodyJ8Z5z3GXuB6ZPh5Ej4ahTj69CBfjpJ/D2vq287Wnh7+9Pv379AHj33XcpXLiwnvQ1d4oe71nBv/+qGPe4OOUy//bb6pQuxXifP38+3Z15nn/44QeaNGmSPf3VaNJACPEWMEFKGXeTOu7Aa1LKsfeuZ5lIfDSsdrrVPvYWeOZPlfc58PINDp2/Tl4PCy2qOhffM2eqeHZQv7/+Wv0kRQgYOzaV4X78+HFeeeUVpJR89dVXDBs2LIu+nEZze+TIsb73b7BFg3dtqPVcmvnckzJ35xmuRtkQgEmQmDrWboc9e1SlBM2KefMS5/KuXdP0wJk9ezZ9nCK1P//8s57fNbdNho33HOUuk13Ex6vF+8iRiWJ0AIMGwejRauDDLfO2p0VwcDCdO3cmPj6eQYMGMWrUqEzqtOZhRI/3TMbfH779NjEGbtAgtXg3m1PtyPv6+vLiiy9iGAYmk4lHU7jUajT3AcWAQGf2l03AMSASyAtUQaWFfQaVJebBZOsvcO2MWuC3GQGm1C6tEzafBKBRuQJ4uDnLg4ISK1gs0LKlinE/eBDCnakpTSY4cSJZW9evX6dz585cu3aN5557znX6rtFkMzlrrBsGbHdqXTcfBjVuHlIaFWfn5zVqrL77ZBVMJpGojTN/Ply8qE7bBw1SYz3pYZmPT6pDuHXr1tGjRw+klJjNZh5JQ31eo0mPOzl519wJ/v6waBFcuqRi2y5fTl5uNit3OvcMpJdJQWRkJB06dODy5cs8+eST/PLLL7e+SaPR3Bv8/VUse4KexeuvKyHKdOLX//e//7nyuQsh2LRpE4/dwYaeRpNVSCk/FkKMRqWU7AfUBvID4cB+YAXwsZQyLLv6eFeEB8PWMep1ux/SNNx3BV3l351nAfA9Ecau4HAa5DFgvTOq6L334PnnExfv/v4qc0x8fCo32q1btzJw4ECOHDlCjRo1mD59OqabpKzSaO4VOW6sn1wHYYHgVQqqtr9l9T83nyL0Rhx1S+dnSKtKyXVnEtbaH34Ib755Wx//0UcfuYQoAT2/azLEbRnvOdJd5l6yYQM89VTioh2gTh0Vyz5uXJqTeEbx9fWlf//+HDt2jGrVqvHPP/9gsei9GU3G0eM9i/j99+R5nMuUSddwP3HiBOvWrXNW1ZoVmvsXKWUo8JPzJ2ex+lOwx0KtrlA27YX1JN/TrryZDsMZA7tzoQqJeeYZFQaXFB8fJW6Vwo3W39+fFi1aYHc+I7744gvy5r3NHNIazT0gR431bePV78b9wXzztfLl67FM3HIKgE/aVU9uuO/erfRrvLzA6QJ/K5YsWcKOHTsALUSpuTNu17rLWe4y95I9e+DFF5Orxw8YoFTlhVDxrump0d4m/v7+tGzZ0jXpf/XVVzolnOZu0OM9szlzBhYvVq+FSJbHOSWGYdCvXz/i4+N5+umnadasmdas0GjuNac2wpEl4JYLnvwqzSpXIuPYfPwKAAJnDGy5AtDvD1Vh0KC0207DjXbChAmuOdxkMnHy5MnM+BYajSYlV45D4FqweEL93res/vPaE0THO3iyhjeNy6cQjE04de/XD25js+3ixYsuTaq3334bb29vPb9rMsxtGe85zl3mXmAY8PPP8NFHSqxGCHXaZrWq3bmEnbs0JvGMMmrUqGSTfmBg4F12XvMwo8d7JmO3Q/fuEBmpxnqHDqlj4pLwxx9/sGXLFry9vZk1a5ZWl9do7jUOG6wcrl43fQ/ylUyz2pdLDxEV76BuqXw8VdObJhUK0+BwAJw+DeXKqZP32+D06dMsWLAAUCEy7u7u+iROo8kqtv+pftd5EXLdfH4NvBzJ3B0hmE2CD5+ulrzw4kWYM0et7W/DXV5KSd++fQkNDaVNmzaMHj1ah8Vo7ojb9qvOUe4yWYm/PyxZotzinG4xDBoEL7yQppr03bJ161YWO0/0TCaTnvQ1mYIe75nIN98ot7rixdXp+01SwZw+fZoPP/wQgN9//10b7hpNdrD6c7hyBPIWB58haVZZe/gSy/ZfwNPNzK+v1Kd0wVyqYMjv6vfrrystm1sQGxvL888/T2RkJI8//jjt2rWjZcuW+iROo8kKYq/B3tnq9aOv37L6yJVHMSS80rg0lYrmSV44frwKe+3cGcrfWtv3jz/+YOXKlRQoUIBp06Zpw11zx+ig6Mxk1SqVtzkhPUy+fPDXX9Cxo3qfyUZ1SEgIXbp0wW6307VrV+rXr6/dbzSa+4lNm1R6KCFU6qibGO5SSgYMGEBUVBQvvvgiXbp0uYcd1WjuD5x6Gr8DbYCCQCDK02flPenAibWwzWmAR4fBxf2p0kddj7Xx6aKDALzftmqi4R4UpDJJWK3Qt+9tfdyQIUPYs2cPFSpUYNmyZTrkTaPJSvbMBFsUlG8G3jVuWjXgVBhrj1wml9XM0DaVkxfGxcEfzvCYt9++5cceOXKE9957D4A///yTkiXT9ubRaG4Hve1zt0RFwd9/KwO9fftEwx3UiXuC4Z7J3Lhxg2effZbLly/Tpk0b/v77bz766CNtuGs09wthYcpd3jDg44+hVaubVp88eTLr1q2jUKFCjBs37h51UqO5O4QQY1O875fi/fwMNmkBzgDNgXzAZ8A/Qohyd9HN28d3dOJrwwFBW1JV+X7lUS5ej6Vu6fz0eSxJtyZMACmVzs1NNuoSmDx5MpMnT8bDw4P58+drw11zX5MFY/3eYjgSXeZvceoupeTThSqVc4c6xSma1yN5hTlzVNaounWhefObthUfH0+PHj2IjY2ld+/edO3a9Y6/gkYD2ni/M+x2Fc9erx4ULgyvvALLlqkyk0n9eHpmmeFuGAa9e/dm3759VK5cWSvLazT3G35+8MQTcO4cPP44jBhx0+qLFy9myBDlnjtu3DiKFi16Dzqp0WQKfVK8/zHF+ycz0piUMkpKOUJKGSSlNKSUy4DTQIO76OPtERUKZ3ep18IEZiuUa5qsyrZTYczaFoLFJPj++dqYTU79mrg4mDRJvU5PqC4Ju3btYvDgwYByp61Xr15mfQuNJqvok+L9XY11IYS7EGKyECJYCBEphNgjhLg9oYg74fh/EB4E+ctCladvWvXD+fsJvBIFwJK959kVHJ5YKGWiUN3bb6ebNSaB/v37s3v3booVK8bYsTpBj+bu0cb77SIl7NwJQ4dC0aLw7ruwbx/ExkKtWirl24UL4OurYlzXrcvU2PYE/P39efLJJ1mwYAH58uVjyZIlFChQINM/R6PJLG41QQshWgshjgohooUQG4QQZZOUCSHE90KIMOfPD0LcYqbMbhK0LY4eVe/ffRdusrnm7+9Ply5diIuLw2QyUbZs2XTrajT3ISnHY6aOTyGENyrLxaHMbDdN/Mbyf/buOzyKqgvg8O/uptEFaSJNUEFBxI+6IB0pUqSJSJMOig1EOkhHEBBRlCpFitKkC9JClyYCggiIdOkd0nO/P+5uskk2DZJsynmfZ5/M7Mzu3hXPztyZe88hxB/yloPqA+GdlRGGzPsHhdBvmbkb917VwhTNnTn8tYsXw/Xr5qJ++fIxfsz69eupWbMmAQEBdOnShXZxLDElhJsldKwn7SibrWPM3+frgCX6fBQTN55g0f4LYetBIaYEZJgdO0wlqRw54O23Y/zISZMm8cMPPwBw69Ytjh5N/J8xkfrF+XatUmqS1vpDp/WOWuuZTutLtdZNE7qBSWbXLti4EUqXhhdegPv3zWPvXnNX/cQJOHcu6uusVnPn3X7XjJw5E6XTDuF1YAMDAwFTB7Zo0aKxvEqI+EvgeHc+QJ8DXsccoF8C7gPLgE7AKmA48BPgOPvtAjQCXgY0sAE4DUx55C+X2H78MXz6jMUCf/8d4+7Tpk0jNDQUMJmmt27dSoUKrmtKC5EM6VjWH5lSyhOYD8zRWh+PtK0L5veB+vXrP/6H3b8Ge6eb5bqfw9P/i7LLgJ+PcPr6A57Omo7u1Z+NuPFb+zz5996L8U7cjh07eP311wkNDUUpxduxnPwLkYwkaKxrrR8AQ5yeWq2UcoyyOfM47x3F4UXw3x9m+fc58FKzKLkswHTcJ248iQI8rIrQUG1KQBZ6MnynQYPM3/r1wccnyns4nDlzhr59+4atBwcH4+vrK9NbxWOLz1jrdsCHTutfADOd1uM1XCZZ2b3bDHHVsfwOZc0KbdtCiRKmsx4YaBLTJFF298WLF4d13JVS+Pv7J8nnijSpHQkU77EcoJ8EjmqtFwMopYYA15VSRe0n6+8A47XWF+zbxwOdSa6ddz8/WLXKLMdSzx3CD+Zmd4WXl5dUixApjYdSqhrhd+Eir8eect0FpZQF+AEIBKKkfNdaTwOmAQwZMuTxLxjsnAhBD+H5ui477qPW/sXS3y8Cpr77nxfvUqqAfdTbwYPmPCJLFnMxPwb9+/cPu1hnsVjCLsoLkQIkSqw7xDTK5rEv1h36MXw5JMjksojUef9ywwm+2nQSi4Iv3ypJ3qzp+e30DcoXejI81pcsMYloweS76tzZ5Q27hw8f0rhxY/z8/LBYLHJ8FwkqPp33RB0a51a+vhE77k88AU8/DXfuwAX70BmLBT75BAYMMOsvvGBel8Cl36Lz8OHDsJJwSil8fHzkR0AkpkSL90gH6HeBQ45tWusHSql/gGLAcfvfQ04vP2R/Lnnq08fUeM6f32SbrlUrxt+HqVOncubMGfLkyUO3bt2oWbOmXJUXKc1V4Hun9RuR1q/G9w3tU2NmArmA17XWQbG85JEcOHuL307f4NXcIby8z35tsmrfCPsEh4QyfPUx5uw+G/ZciH0YbdgJvSOnRe3akCFDtJ83a9Ystm83CfAsFouczIuUJsFj3SGmUTaQABfrrF6OT3KZyyJyx/2NkiYbfFiMm0aY5LMOQUGmHxDpmK21pmvXrvzxxx8ULlyYyZMn8/vvv0s1KJFg4tN5T7ShcW5XtapJMOe4k752rQnG3buhRo3w552zRdtsSdJpB/ND8O6773L69Gny589P+/btqV27tvwIiMSUKPEe+QCtlMoIXIu02x0gk305o33deVtGpZTSOuJQmQQfRhtfa9ea3BeenvDzz/C/qHfvnN26dYvBgwcD8M0339C4ceOkaKUQCUprXTAR3vY74AWgptbaLxHen99OX6f1jL2EhGoyeM3jZYsfFKkHeUqG7XPnYRDvL/yd7Sev42FRKEXUYbSrVsHKlWZ55Upz3uDi2Lx9+3a6du0KQJ8+fciSJYuczIsUJZFiPdZRNgki8L75W7IllGoXdtc9OCSUfj8fYfH+CygidtyjmDcPTp40y1ZrtCNvv/76a+bNm0f69OlZvnw5xYsXp3bt2gn+lUTaFZ/Oe6IOl3Erm80kmIt8Jz2655PYzJkzmTt3LunSpWPNmjUUL17cLe0QaUqCx3s0B+j7QOZIu2YG7kWzPTNwP3LHHRJhGG18XL0K7dub5REjYu24AwwbNoybN29StWpVGjVqlLjtEyKFsCes7AoEAJed8lN21VrPT6jPGbvub4JDNTm4RQu1AYC/X+jO81qjlOL0tft0mrOf09cf8GQGL6a2KYVSKuow2n79wt80mjtxp0+fpnHjxgQFBfHxxx/z+eefJ9TXECJFS6pRNtz4B4A5nm/ifTk3d07/w2+nb/Db6Zv4BYUAZo573qzpXb/+yhWTsBrMnPd06Vz2C7Zt20bPnj0BM9JGztdFYohP5z3RhsskC9HdSU/CO+yu/PHHH2ElpKZMmSI/BCKpJGi8x3CAPoqZ1+7YLwNQmPA5b0cxyer22tdfJimyTseH1maI/NWrUK0a9OoV60uOHz/ON998g1KKL7/8kuSeQF+I6CilSgEBWus/7es5gS+B4sBuoJfW+n5c309rfZZEnpa37s/L/H7uNgDveqzCRwXxS0gZ3v3xNi9u3cFLT2dh+R8XCQgOpWjuTMx4p3TYSX2EYbRLl4Ije3Q0d+Lu3r1LgwYNuHHjBnXr1uWLLyJX1xIiZUjoWLdL9FE2BD6Ee5cI1FaGbb9HCEdc7hYaqiNOh3H24Ydw86aZCjd0qMuklCtWrKBVq1aEhITQq1cvmjdvntDfRAggHp33xBouI6J3584dmjVrRkBAAJ07d6Zt27bubpJIIxIh3qM7QP8MfKGUagqsAQYDh53mvM0Feiql1mKG7n8CfJ3AbXs8330Ha9aYhJZz5pj8GLHo1asXwcHBdO7cWeo7i5RuIjAU+NO+Ph3IgxkF8zYwFoi98HkSOX/zIb2XmDQaH5ROT9ujm0HDhRIfkvUvT479d5dj/90FwKJgUP0XXd+Nu3kT7HXa6dULsmWLcidux44ddOzYkRMnTvDiiy+ycOFCPGIoGylEMjeRBIz1pBplw61/ATivcxJiHzRY4uksdHj1GdJ7Wfnwx4MEBYdGzSrvsGIFLFpk8llMneqy475161aaNGlCaGgoFouFhg0bJljzhYhMjiLJ1K5du+jcuTP//PMPJUuWZNKkSe5ukhCPJLYDtL3j/g0wD9gDtHB6+VSgEIRdKp9hfy55WLAAPvrILE+dCvnyxfqS9evXs2bNGjJlysTw4cMTuYFCJLoXgO0ASqkngLpAca31CaXUSmAXyaTzHhgcyvsLD3LXP5iaL+SiZ8hXKB0IBSvR+c2GtAkKodfiQ6w+/B9gbv//cf42FZ/NHvXNevY0Q2krV4YxY6JctNu9ezfVqlUjODgYgKFDh5IlS5bE/opCJKYEjfWkGGUD8M/fhykMnNG5sSjw8rDwWcNiYXfY53cqH3U6jMPt26b8I8CoUVCwoMvPGDZsWISSrzt27KBSpUou9xXiccWnzntiDJcRLjhKxwTZa0X3798fnxhqSQqR0BIy3mM7QGutNwJFo9mmgd72R/Kyfj20bm2GzVutkDdvrC8JDg4Omw83cOBAcuXKlditFCKxeWDyWACUBy5rrU8AaK3P20/yk4Uv1h/n0Pnb5Mniw8T/XUYttSeau7AXzu/FJ19Z2ld8ho1/XYn5Ttz69WaUjY8PTJ/ucrTNd999F9Zxt1gsnHQkuhIi5Uoxse6gtWb33n0UBjyyF+aTEkWidNJLFcjqeqg8QO/ecOmSGVHjGGkTyeHDh9lqLx8nVSREUoh9fGe4iUBup/XpmHJP0zAn9GMTrllp2+LFi8M67haLhVOnTrm5RSINmojEe/Tu3IGOHSOWmLTXa49Jnz59OHbsGHny5OEjxx17IVK2o8Cb9uUWwEbHBqXU00SsFuE2m/66wvTt/2K1KL5u+QoZTywP3xgSbOo+Y07k53cqT89aRZjfqXzUk/p796BLF7M8dCg8/3yUz7p69SqrV68GzF04b29vOZkXqUGKiHVnm/66ivX2aQDKli5D92rPRt9Rj+ybb8zFOQ8PmDHDXKSPJDg4mI4dOxISEkKTJk0YMWIEmzZtkioSIlHFZ9h8ihkal5KFhISwcaP5PZSDvnAjiffo3LsHdevCxYtm7pvFEm3JGGfr1q1jwoQJAFy/fp3ff/9dDvAiNegDrFJKTQFCgFedtr0F7HRLq5ysP3qZj348CMCntYtQqkA2+COdfWvUus8x3onr3x/OnYNSpczQ+Ui01nTp0oVbt27xv//9j6ZNm1KtWjWJdZEaJPtYdxYSqhmz7jjD1BUA0uV6Nu4v3rLFJKlzuOP6usRXX33F/v37yZcvH7NmzSJz5sjFc4RIePEqFUcKGy6TEn311VccOXKE7Nmz8+6771K3bl056At3kHh35eFDaNDA1HLOnx++/BL+/jtOpSQ/++yzsOWQkBB8fX0ltkWKp7XeoZTKjxmZc0Jrfc9p8xrgR/e0zNj77w26zTuA1iYBXWlHpzzQ3swXG4Lt/bC6zzGaMsXcjbNaYeZMc0cuklmzZrFixQoyZ87Mzz//TP78+RPw2wjhPsk91iNbeuACJ6/ep7CP6byTrXDcXqi1yWXjGFmntcsSkKdOnWLQoEGAqQYlHXeRVOLTeXcMl1lEChkuk9L8/fffDBgwAIDZs2dTr149N7dIpGES75H5+0OjRrB1K+TJA5s2wbNxu5J/8OBB9u411e6sVqvMiROphv1kHuAakFUp5XzL2g83J8aduvV02Dm4Avb8e5PSBbPB1b/Mk6/2gDyvxP5GmzaFJ65SylzIi+Tff/8Nmw4zefJk6biLVCW5x7ozv8AQJmw4gQ8B5OQGWDwhS+wJZQEzHeaIPUduNCUgtdZ07twZPz8/Wrduzeuvv56wX0CIGMQn0FLUcJmUJiQkhA4dOuDv70/btm2l4y7cTeLd2bZtZp7r339Dzpzx6rhrrXn//fcBeOutt3j55ZepWrWq3HUXqcUZTBlHcJ2YUgNRJ4smkS6VC+F74hpa6/AEdMGBcOMUoCB7kdjfJCQE3n8/xjtxISEhtG3blvv37/Pmm2/SqlWrRPk+QrjRGZJxrDubtetfLt/15/WcD+AukLUAWOPQ5Vm40HTeLRYYOxYCA12OrJsxYwa+vr7kyJGDL7/8MlG+gxDRiU+d9xQ1XCal+eqrr9i1axd58uRh4sSJ7m6OSOMk3p34+kKNGmAvA8P48VDUZXJ8l+bNm8euXbvIlSsXU6dOlXJRIrU5DPgAczDlHi+5tzkRlSv0JIu62iKWgrr6F4QGQ9ZnwMtFDffIPv0Ujh83y9HciRs3bhw7duzgqaee4rvvvkO5qAUtRAqXrGPd4daDQL7z/QeA90taYBtxGzL/22/Qvr1ZnjAhvAxsJBcvXqRXr14AfP3112TP7qKUpBCJKD6l4lLMcJmU5sSJE2HD5adNm0bWrHHMhClEIpF4t7t6Fdq2De+4W61w/nycX3737l169zZV7j7//HPpuItUR2tdUilVHHgH2AEcB+YCy7TWfm5tnF2UBHRXj5m/OV+I/cXffWdyW3h6wsSJJnFVpDtxc+fOpX///gB8//33PPmki/JyQqRwKSHWAQat+JN7/sG8nDcLL3rZSzRmKxTzi86ehTfegIAA6No1YrI6J1pr3nrrLe7evcurr75K8+bNE7j1QsQuPifgZ0ghw2VSkh07dtCqVSsZLi+SmzOk9Xg/dgzq1TOd9XhklXc2fPhwLl++TPny5Wnbtm3itVUIN9Ja/wl8qpTqA7wGtAMmK6Wqa61/d2vjXLlqv4ueI5YRNOvXwwcfmOVp06Bduyi7+Pr60q5dO7TWeHh4yAU6kaol91j/5ch/rD78HwB/Xb7HtXN/kQPgyRjuvN+7ZxLRXr1qRtl9/bU55rswaNAgdu40swb379/Pb7/9JlPgRJKLT533w8BJYCBQAPCM9PBK8Nalcrt376Z69eqcO3cOgJYtW7q5RUKESdvxvmkTVKgAZ85AmTKwciUMH26ej+OB+q+//mLixIkopfjmm2+wWOLzcytEivQcUAWwAQeBW+5tTjTC7ry/GP0+f/4Jb75p5rv37++y4w7Qr18/tH0uvNYaX1/fhG2rEMlTsox1x3B5gJCQUAKuOO68P+P6BSEhpvTrkSOQLx8sXmxG2bhw9OhRxowZE7YeFBQk8S7cIs5nk1rrkkAzIBtmuMxaTBZqL611iNY6JD4frJTyVkrNVEqdVUrdU0odVErVddpeQyl1XCn1UCm1RSlVwGmbUkqNUUrdsD/GqhQ4wWzJkiUEBQUBYLFY+P13t1+0FAJI+HhPMXbvhqZNoXZtMzy2aVMz571+fejXL84dd601H330EcHBwXTq1IlSpUolbruFcBOlVDalVHel1F5gOXAfqKy1rqa1/te9rYvGNfud95zR3HlfvRpefdXckXvzTXPhzoXly5fz22+/AVJFQqR+KSHWP6n1PFaLwqLA08NCzqCLZkN0c94/+gjsd9K5di08t0UkjkSUwcHBWK1WiXfhVvGat5rAw2U8gPOYK3fngNeBRUqplzA/CMuATsAqYDjwE6beNEAXoBHwMmb47gbgNDAlnm1wm5CQEDZs2ACAUgpvb2/5ERDJSnIfHpfg1q0zQ+eCg816q1Ywd64ZLh9PY8aMYcOGDWTKlIlRo0YlcEOFSFYuAf8CPwC/2Z97VikVVo5Ba73ZHQ1zKcgfbp4GZYUnn4u63dfXzH0NDTWx/957Ln8Dzp8/T4cOHQD48MMPyZ07t1SREKldso/1KkVyhiWotOVPj9cPl6MvE3f2rJkO4xAU5LKeu9aa9957j7/++osXXniBb775hj179ki8C7d51KRTjz1cRmv9ABji9NRqpdS/QCngSeCo1noxgFJqCHBdKVVUa30ckyxjvNb6gn37eKAzKajz/vXXX3PkyBGefPJJ3nvvPerWrSs/AiK5SpbD4xLMuXMms+y334Z33C0WKFbskTruvr6+Ycmr/P39OXnypGSjFanZZUwG6s72R2QaiCVbVBK6fgJ0qOm4e/pE3d67d3iCSqXMaJxIF9aDg4Np1aoVt27d4vXXXw+bHiNEKpciYj0sQeWVo+YJV2XitDblH4OCTCJaiDanzezZs/nhhx9Inz49ixcvplixYlSvXj1xv4QQMYhPtvlswNuYjnMmzJW3ylrrcwnREKVULkxZqqPAu8Ahxzat9QOl1D9AMUx2y2LO2+3LxaJ53y6YO/XUr18/IZr62E6ePBl2cj9r1iwaNGjg5hYJEVFix7vb7d4NP/0EJ07Ahg0RO+0A3t7xSkznbMyYMWFzYENDQ/H19ZULcyLV0loXdHcb4iVsyLyLTPNz5sC+fWY5mpJwACNGjGD79u089dRTzJ49WzruIk1IcbF+87T562rI/M8/m+kxmTPDvHkmx4WLeu5//vkn3bt3B+Dbb7+lWDGXXQ0hklR87rwn2nAZpZQnMB+Yo7U+rpTKiClR5ewOphMBkNG+7rwto1JKacdZc3ibpgHTAIYMGRJhmzuEhobSoUMH/Pz8aNOmjXTcRXKV7IfHPbKlS6F584h3195+G/r0gYcPzbA5FwfxuLh+/Trbt28HTB4LmRMn0jKlVAlgkNb6TXe3JUx0ZeKOHIF33zXLffuak3oXvwNbt25l+PDhKKWYN28eOXLkSPw2C5HMJctYv2FPXhe5TNzdu+FVJEaPNtPlXJyLO+a5+/n50a5dO955551EbrAQcROfznuiDJdRSlkwHYRA4H370/eBzJF2zQzci2Z7ZuB+5I57cvT111+zY8cOcufOzcSJE93dHCGikyKGxz2Sgwcjdtw/+QS++CJ8+2PcJR8+fDgPHjygbNmyNGrUSObEiVRPKZUe6AeUxFSoGAJkB8ZjcmXMcVfbXHJVJu7uXZOc0s/PZJUfNcplqah169bx1ltvERoaSv/+/WXorEhTUlys37R33iOXiRs0CC5dgrJlTU13F7TWNGvWjOPHj1OwYEG++eabRG6sEHEX5857YgyXsWeInwnkAl7XWgfZNx3FDNd17JcBKGx/3rH9ZWCvff1lp23J1qlTp+jXrx8AU6dOJVu2bG5ukRCupbjhcfFRr57prIeEmGGxTZokyNuePHmSb7/9FqUU06dPp0SJEgnyvkIkc5OBV4D1QF3gJaAo5kS+s9b6uhvbFlXkMnFaQ4cOcPIklCgBkye77Ljv2rWLevXqERoaisVioU6dOknYaCGShZQV6zftCfCdy8QdOADffGOmxUydGj7fPZK+ffuyfv16AC5fvszhw4flQrxINhKk8LBSqoRSavEjvPQ74AWggdbaz+n5n4HiSqmmSikfYDBw2J6sDmAu0FMp9bRSKg/wCTD70b9B4tu5cyevvfYafn5+tGrVioYNG7q7SUI8kseI9+TBZjND4+NZtz02ffv2JTg4mPbt20vHXaQltYFaWus+mKoxNYCWWuuBye5kPvAB3D5rsk877sZ99ZWZSpMpEyxZAunTu3zpqFGjCLWP2FFKsWPHjqRqtRDJRcqJdXAaNm+P9eBg6NLFjLz7+GMoWdLly3777TfGjRsXti713EVyE5+EdQk6XMZet70rEABcdkr40lVrPV8p1RT4BpgH7MHUmHaYihmye8S+PsP+XLK0e/duqlWrFlbTvXXr1m5ukRAxS3HD4+LLZkuwTjvAjh07WLZsGenTp2fYsGEJ9r5CpAAZtdZXAbTWF5RS97XW293dKJeu/W3+Zn8OrJ7mztsnn5jnZs+G51yUjgP27NnDunXrAMllIdK0lBPrgQ/h3iWweISXievVC37/HXLmhCFDXL7sypUrNGvWjNDQUDw8PNBaS7yLZCc+c94TdLiM1vosEG2KVq31Rvv7u9qmgd72R7K3aNGisI67xWLh4MGDMuROJHcpa3icG2mt+cTeAejVqxdPP/20m1skRJLyUEpVw+l4Hnk92SS3vPqX+ZujqKky8e67Zti8hwc89ZTLl9y8eZPmzZsTEhJC8+bNKVmypOSyEGlVyon1W/Yh81kLmjJxK1eaUTYAt2+bBJWRYjg4OJi33nqLixcvUrFiRUaNGsXOnTsl3kWyE5/Oe22gpNb6qlLqa+AcUCXZXnVLJgICAlizZg1ghtp5e3vLFTyREki8x9GiRYvYu3cvuXLl4tNPP3V3c4RIaleB753Wb0RaTz7JLa/ZO+85X4DvZpqOO5i/vr5RTuZDQ0N55513OHfuHGXLluWHH37Ay8sradssRPKRcmI9cpm4SZPCt4WEuIz3Pn36sHXrVnLnzs3ixYt56qmnqFy5ctK0V4h4iE/nPeUMl0lGBg0axMmTJ8mTJw+dO3emdu3acgVPpAQS73Hg7+9P3759AZNpPmPGjG5ukRBJK0Ult7zq1Hl/YP85Uyraeu7jx49n9erVZM2alUWLFknHXaRpKSrWI5eJu24fLGixuIz3H3/8kQkTJuDh4cGSJUt4KpqROEIkB/HpvKec4TLJxJYtWxg3bhxWq5UlS5ZIp12kJBLvcdCrVy/OnDlDoUKF6NChg7ubI4SIiaNMXPaicOiQWe7eHVq2jHIXbseOHWHVYebOnUuBAgWSsqVCiMfhXCbu3j04etRcqBswAOrWjRDv8+bNCzt+T5w4kYoVK7qjxULEWXw67ylnuEwycOvWLdq2bYvWmoEDB0rHXaQ0CRrvSqn3gXaYufMLtdbtnLbVwMyxz49JTtnOnhPDUU7yc6CTffeZQB973gu3WrNmDZMnTwbg4sWL7N27V+JciOTK/w7cvQBWb7gZAufPw5NPmnmwloiFd9auXcvbb79NSEgIn376KfXr13dTo4UQj8S5TNzWrSbTfPnyECmh7K+//hp2rm61WnnllVfc0Fgh4ifOpeK01gW11s/E8JCOu53WmnfffZcLFy5Qrlw5Bg4c6O4mCREviRDvl4ARRLwAgFIqO7AMGARkA/YDPznt0gVoBLwMlADqY6pUuN0Qp2y1wcHBUkpGiASglHpfKbVfKRWglJqdYG/syDSf43nYvMUs16gRpeO+c+dOGjRowN27d7FYLDRo0CDBmiCEiCjR4t25TNzGjWa5Zs0ou3366ac43wvYunVrgjVBiMSSIHXeRUTz58/np59+IkOGDMybNw8Pj/gMcBAi9dFaL9NaL8fcwXfWBDiqtV6stfbHlKR7WSnlqDTxDjBea31Ba30RU6quXdK0Onr79u1j//79AFitViklI0TCcXmh77GFZZp/IcaTeannLkSSSvh4j1wmbsMG8/xrr0XYbcGCBRw+fBiQ47hIWaRXmcCWLVtGp05mhO+kSZN49tln3dwiIZK1YsAhx4rW+oFS6h/788cjb7cvF0vSFkYSGhrKBx98AEDLli0pXry4lJIRIoForZcBKKVKA3kT7I0dnfcni8DmkWY5Uuf98OHD/Prrr4DUcxciKSRKvDuXibtyFY4dgwwZzLB5u3PnzvHee+8BJst8lixZ5DguUgzpvCeg7du38+abbxIaGorVaqVoUZdl6oUQ4TIC1yI9dwfI5LT9TqRtGZVSKvK8d6VUF8ww+0Sdozp37lz27NnDU089xZQpU8iUKVPsLxJCJKh4x7ujTNx1T1PnuVAheOaZsM3+/v60atWK4OBgGjVqRNmyZeVkXoiUyLlMnGOUTZUqJss84SUg79y5Q8OGDRk9ejQmvY4QKYMMm09AQ4YMCRtuBzJ3Rog4uA9kjvRcZuBeNNszA/ddJazTWk/TWpfWWpcuVapUojT2zp079OnTB4CxY8dKx10IN4l3vDvuvB++aP5Guuver18//vzzT55//nnmzZtHv379pOMuRDKhlOpinxu//8CBAzHv7FwmztF5dxoyP2HCBHx9fcmZMyfTp0+XjrtIcaTznkC2b9/Oli0mCY4MtxMizo5iktEBoJTKABS2Px9lu335KG4ydOhQrl69SsWKFWnVqpW7miGEiI+HN+H+FfBMDzvtJ/5OnfcNGzYwceJEPDw8mD9/PhkyZHBTQ4UQrsTrYt1NF513e7wfPnyYAQMGAPD999+TM2fOxGqyEIlGhs0ngFu3btGqVSu01rRp04YXXnhBhtsJ4UQp5YH5vbECVqWUDxAM/Ax8oZRqCqwBBgOHtdb2gszMBXoqpdZiytN9Anyd1O0HOHbsGF9//TVKqbC/QogUwHHXPcuzsGOHqfdcrRoAN27coF27doAZPVe6dGk3NVIIkSAcZeJuKPjvP3jqKShWLGxqTGBgIN26daNevXrubacQj0g6749Ja02XLl04f/48ZcuWZebMmXh6erq7WUIkNwOBz5zWWwNDtdZD7B33b4B5mDrvLZz2m4qpJ3/Evj7D/lyS0lrz4YcfEhwcTLdu3aQWrBCJJLoLfVrr4Ed+07D57k9AYCD873+QPTtaa7p27cqlS5eoWLEiffv2ffwvIISIs0SJd8ew+T/Omb81a4JStGvXjj///JO8efMybty4x2y5EO4jw+Yf08yZM1myZAmZMmViwYIF0nEXwgWt9RCttYr0GGLftlFrXVRrnU5rXVVrfcbpdVpr3Vtrnc3+6O1qvnti+/zzz9m0aROZMmVixIgRSf3xQqQlAwE/oC/mIp+f/blHd9U+kOekn/lrH0I7aNAgli5dSvr06fnhhx+wWq2P9TFCiHhL2Hh3LhO3I3yKzNdff81PP/0EwLVr18JKxAmREknn/TEcP36cjz76CIBvv/2WwoULu7lFQoiEtnHjxrA5cv7+/pw4ccLNLRIi9YrpQt8jcwybPxR+J27JkiWMHGlKxgUHB3P58uXH+gghRPwleLw7ysRlyg/btpnlmjVZt25d2C7BwcH4+vo+eqOFcDPpvD+irVu3Ur16dR4+fEjr1q1p3bq1u5skhEgEAwYMwHGzPzQ0VA76QqQkWsPVY/AwFI6dAm9vePVV1qxZE7ZLSEiIxLUQqYGjTNyZh/DgAbz4IuTJw8CBA/H29sZqtUpCaZHiyZz3R7B7925q1qxJcHAwSineeecddzdJCJEINm7cyN69ewHkoC9ESvTgGvjdhLMW05GvWBHSpaNLly78+OOPBAUFSVwLkVr842v+Hjxr/pZ/CQCbzcaWLVvw9fWVhNIixZPO+yMYMWIEwcEml4bFYmHfvn3UjFQzVgiRst29e5eOHTsC0LVrVwoUKCAHfSFSmqM/m7+n7PPdSxcBzMn85s2b5WReiNQk2B9Q8K89312R8LKPNptN4lykCtJ5j6eFCxeydu1aQOq5C5Ga9erVi3PnzlG6dGm++eYbPDzk51KIFOfGKfPXcTJfODyprJzMC5HKlHoH9i2GiyFmYnADmdIqUh85G42HzZs3hw2R7969O08//bRcsRciFVq/fj3Tp0/Hy8uLOXPmSMddiJTqpTdh4yy4pcFHQa0Wsb9GCJEy5SsLz3wKujeUKQkvVHN3i4RIcHJGGkeHDh2iUaNGBAUF8fHHHzNhwgSUUu5ulhAigd25c4dOnToBMGzYMF588UU3t0gI8cjylYVcXYDRUK0KFJSL7UKkagfPmL/1m7i1GUIkFsk2Hwdnz56lbt263Lt3j+bNmzN+/HjpuAuRSvXs2ZMLFy5Qrlw5PvnkE3c3RwjxuH7/x/xt0Ny97RBCJL6NG81fyUUlUinpvMdi3bp1lClThv/++4+qVasyd+5cLBb5zyZEajRhwgS+//57PD09mT17tgyXFyKlCw0FR43nJ590b1uEEInr3Dk4ccKUhLQnlhYitZFeaAx8fX2pV68e165dQylF//798fb2dnezhBCJYP369RHutN+6dcuNrRFCJIi5c+HuXbPcrh3s3u3W5gghEtGUKeZvQADUri3xLlIl6bzHYPv27YSGhgIms/z+/fvd3CIhRGLZtGlT2HJoaCi+vr7ua4wQImE4x3FgYMR1IUTqcuhQ+LLEu0ilpPMeg5o1a5IuXTqsVquUhBMilWvcuLHEuxCpTdeukC4dWK3g5QUS10KkXgMHSryLVE8mdMbAZrOxadMmfH19pSScEKmcxLsQqZDNBps2mTtwVauadSFE6iTxLtIA6bzHwmazyUm8EGmExLsQqZDNJifxQqQVEu8ilZNh80IIIYQQQgghRDInnXchhBBCCCGEECKZU1prd7chySilZgAXYtilFHAgiZqTGFJ6+yHlf4fk0P68WutObm6DW8Uh1iF5/Fs9jpTefkj538Hd7U/zsQ4S7ylESm8/uP87SLwj8Z5CSPsfX7TxnqY677FRSu3XWpd2dzseVUpvP6T875DS25+WpPR/q5Tefkj53yGltz8tSen/VtJ+90sN3yGtSOn/VtJ+90ru7Zdh80IIIYQQQgghRDInnXchhBBCCCGEECKZk857RNPc3YDHlNLbDyn/O6T09qclKf3fKqW3H1L+d0jp7U9LUvq/lbTf/VLDd0grUvq/lbTfvZJ1+2XOuxBCCCGEEEIIkczJnXchhBBCCCGEECKZk867EEIIIYQQQgiRzEnnXQghhBBCCCGESOak8w4opbIppX5WSj1QSp1VSrV0d5viQin1nFLKXyk1z+m55kqpv5RS95RSx5RSjdzYxGgppV5QSm1WSt1RSp1SSjV22pZeKfWtUuq6ffs2d7bV3qb3lVL7lVIBSqnZ0ezzmVJKK6VqutjmpZQ6rpS6kOiNFTGSeE96Eu/CXSTek1ZKi3WQeE8tUmqsg8R7Ukktse7hzg9PRiYDgUAuoCSwRil1SGt91K2tit1kYJ9jRSn1NDAPeANYB7wOLFZKFdRaX3VPE6NSSnkAK4ApwGtAFWCVUuoVrfUJTJZHD+AF4Cbm38TdLgEjgNpAusgblVKFgWbAf9G8/lPgKpAxsRoo4kziPQlJvAs3k3hPIik01kHiPbVIqbEOEu9JJVXEepq/866UygA0BQZpre9rrXcAK4E27m1ZzJRSLYDbwCanp/MCt7XWv2hjDfAAKOyGJsakKJAH+FJrHaK13gzsBNoopYoADYEuWutr9u0H3NlYAK31Mq31cuBGNLt8A/TBHDgiUEo9A7QGRidaA0WcSLy7hcS7cAuJ9ySX4mIdJN5Tg5Qa6yDxnpRSS6yn+c478DwQYr9K5HAIKOam9sRKKZUZGAZ8EmnTfuAvpVRDpZTVPsQmADicxE2MjYrmueJAOeAsMNQ+1OaIUqppkrYunpRSbwKBWuu10ezyNdAf8Eu6VoloSLwnPYl34S4S70krVcU6SLynICku1kHiPTlJSbEunXcz9OFOpOfuAJnc0Ja4Gg7M1Fqfd35Sax0CzAUWYIJ8AdBVa/0g6ZsYo+OYYSefKqU8lVK1MMNt0mOuNhbH/BvkAd4H5iilXnBXY2OilMoIjAI+jmZ7Y8BDa/1zUrZLREviPelJvAt3kXhPWqkm1kHiPYVJibEOEu/JQkqLdem8w30gc6TnMgP33NCWWCmlSgI1gS9dbKsJjAWqAl6YIJphf02yobUOAhoB9YDLmCuOi4ALmCtaQcAIrXWg1norsAWo5Z7Wxmoo8IPW+t/IG+zDuMYCHyR5q0R0JN6TmMS7cCOJ9ySUymIdJN5TkhQV6yDxnsykqFiXhHVwAvBQSj2ntT5pf+5lILkmuKgKFATOKaXAXG20KqVexFyZ26a13m/fd59Sag/mx+GPJG9pDLTWhzE/RgAopXYBc4BTbmvUo6kB5FVKvWdfzwEsUkqNAdZj/q222/+tvIAsSqnLQHmt9Zmkb26aJ/HuBhLvEu9uIvGexFJRrIPEe0qS0mIdJN6Tk5QV61rrNP8AfgQWAhmAiphhHsXc3a5o2poeyO30GAcswfyPVgW4DpS07/sKJilDLXe328X3KAH42L9PL+BfwBvwxAT9IMzFpYqYK6dF3dxeD3t7RwM/2Jc9gCcj/XucB97E/Ah7RNrWBJPpMjdgdfe/QVp9SLy75XtIvCeDf4e0+JB4T/LvkKJi3d5mifdU8EhJsW5vr8R70rc3VcS62//hk8MDyAYsx2RyPAe0dHeb4tH2IcA8p/X37QFzDzgNfOLuNkbT7i+AW5ihTr8AzzptKwbstv97HAMaJ4P2DgF0pMcQF/udAWpG8x5VgQvu/i5p/SHx7pZ2S7zLw13/lhLvSdvmFBXrTv+dJd5T+CMlx7q9/RLvSfPfOMXHurI3RAghhBBCCCGEEMmUJKwTQgghhBBCCCGSOem8CyGEEEIIIYQQyZx03oUQQgghhBBCiGROOu9CCCGEEEIIIUQyJ513IYQQQgghhBAimZPOuxBCCCGEEEIIkcxJ5z0NUUq1U0rteITX5VdK3VdKWROjXS4+r6tSaqJ9uaBSSiulPJLis2NoUwml1C53tkGI+JB4f6w2SbyLFEXi/bHaJPEuUgyJ9cdqU6qIdem8JxNKqTNKqZpu+uxK9oC+r5R6YA8wx/p9AK11Rq11SBK0xQsYCHyR2J8VH1rrw8BtpVQDd7dFpHwS72FtkXgXqZ7Ee1hbJN5FqiaxHtYWifVEJJ13gdZ6uz2gMwLF7E8/4XhOa30uCZvzBnBca30xCT8TgDhcjZwPdE2KtgiRWCTeDYl3kRZIvBsS7yK1k1g30kKsS+c9mVNKWZRSfZVS/yilbiilFimlsjltX6yUuqyUuqOU2qaUKua07Uml1Eql1F2l1F6g8CO2IcJwF6WUr1JqhFJql/2K3ir7Z823f9Y+pVRBp9cXVUptUErdVEr9rZRqHsPH1QW2uni+lVLqnFLqulJqgNN7eyulJiqlLtkfE5VS3vZtUYYW2b/Hs/bl2Uqp75RSa5VSD4BqSqnXlVLHlFL3lFIXlVK9nF7uC9RwvL8QCU3iPYzEu0j1JN7DSLyLVE1iPYzEegKQznvy9yHQCKgC5AFuAZOdtv8CPAfkBH7HXFFymAz4A08BHeyPhNICaAM8jfkh2Q3MArIBfwGfASilMgAbgAX2Nr4NfOv8wxTJS8DfLp5/FSgC1AAGK6VesD8/ACgPlAReBspihurEVUtgJJAJ2AHMBLpqrTMBxYHNjh3tVxCD7O0QIjFIvBsS7yItkHg3JN5FaiexbkisJwSttTySwQM4A9R08fxfQA2n9acw/9N5uNj3CUADWQCrfb+iTttHATtiaUdB+3t4RPcc5qrVAKft44FfnNYbAH/Yl98Ctkf6jKnAZ9F8/kmgjovPzuv03F6ghX35H+B1p221gTP25XaRv6/9vZ61L88G5kbafg4znCZzNO27CFR29/8v8kjZD4n3sG0S7/JI9Q+J97BtEu/ySNUPifWwbRLrifiQO+/JXwHgZ6XUbaXUbcwPQAiQSyllVUp9bh+GcxfzowGQHcgBeADnnd7rbAK264rTsp+L9YxO7S/naL/9O7QCckfzvrcwV84iu+y0/NDp/fMQ8XudtT8XV+cjrTcFXgfOKqW2KqVskbZnAm7H4/2FiA+Jd0PiXaQFEu+GxLtI7STWDYn1BCCd9+TvPFBXa/2E08NHm2EfLTFJIWpirtAVtL9GAdeAYCCf03vlT7pmhzkPbI3U/oxa63ej2f8w8Hw83v8S5kfFIb/9OYAHQHrHBqWUqx8ZHWFF631a6zcww4KWA4ucXp8H8ML1UCAhEoLEe8wk3kVqIvEeM4l3kVpIrMdMYj0epPOevHgqpXycHh7AFGCkUqoAgFIqh1LqDfv+mYAA4Abmf+xRjjfSphTEMmCIUiq9UupF4J2k/DJ2q4HnlVJtlFKe9kcZp3kuka3FzAmKq4XAQPt/l+zAYGCefdshoJhSqqRSygcYEtMbKaW8lFKtlFJZtNZBwF3MlVGHqsBmrXVAPNonRHQk3iXeRdoh8S7xLtIGiXWJ9UQlnffkZS1mmIrjMQT4ClgJ/KqUugf8BpSz7z8XM7TkInDMvs3Z+5ghKZcxc0JmJWrrXdBa3wNqYZJiXLK3ZQwQXZbHVUBR+5WxuBgB7Mdc5TuCSfQxwv7ZJ4BhwEbM/Jsd0byHszbAGfvQpW5Aa6dtrTA/wEIkBIl3iXeRdki8S7yLtEFiXWI9USn7xH0hkg2lVBfgRa31x+5ui4NS6iVgmtY68rwZIcRjkHgXIu2QeBcibZBYTzzSeRdCCCGEEEIIIZI5GTYvhBBCCCGEEEIkc9J5F0IIIYQQQgghkjnpvAshhBBCCCGEEMmcdN6FEEIIIYQQQohkTjrvIlb2eon3XTy0UmqwUmq2Uiow0jar0+tLKqUOKKUe2v+WjPT+PZRSl5VSd5RS3yulois9IYRIRHGI9WxKqZ+UUtftj/lKqcxOr9dKqQdOr5sR6f0l1oVIpuzx+2yk54YopebZl72UUkuUUmfs+1aNtK9SSo1RSt2wP8YqpVTSfQMhRFwopdYrpYa5eP4N+zH6NaXUFvux+oyL/Qratz9USh1XStVMkoYLQDrvIg601vO11hmdH8DHwBVgun23sZH2CQFzsAdWAPOArMAcYIX9eZRStYG+QA2gIFAIGJp0304I4RCHWB+BieNCQGEgF6aGrbOXnV7fyfGkxLoQqcIOTM3kyy62dQEaAS8DJYD6QNcka5kQIq5mA21cXFxrA8wH7gDfA59G8/qFwEHgSWAAsEQplSNxmioik867iDel1CvAl0ALrfV/sexeFfAAJmqtA7TWkwAFVLdvfweYqbU+qrW+BQwH2iVKw4UQ8eIi1p8Blmut72qt7wA/A8Xi+HYS60KkYFrrQK31RK31DiDExS7vAOO11he01heB8UiMC5EcLQeyAZUcTyilsmIuuM3VWu/VWv8AnI78QqXU88D/gM+01n5a66XAEaBpUjRcSOddxJNS6glgCTBCa+3rtOk9pdRN+7B45wAuBhzWWmun5w4TfsJfDDjktO0QkEsp9WSCN14IEWfRxPpkoL5SKqv9QN8U+CXSS7fZh90tU0oVdHpeYl2I1M1VjMf14p4QIolorf2ARUBbp6ebA8e11odcvypMMeC01vqe03MS60lIOu8izuzDa+YAfwJjnTZNAp4DcgKDgNlKqYr2bRkxw2+c3QEyRbPdsZwJIYRbxBDrvwNewA37IwT41ml7FcyQ+KLAJWC1UsrDvk1iXYjUzVWMZ5R570IkS3OAN5VS6ezrbe3PxSa283qRyKTzLuKjD1AceMf5TrrW+net9Q2tdbDWei1mvkwT++b7QOZI75MZuBfNdsfyPYQQ7uIy1oHFwAnMQToz8A8mnwUAWutt9qG1t4GPMMPsX7BvllgXInkLATwjPecJBMXx9a5i/H6k3xAhRDJgn/5yDXhDKVUIKAMsiMNLYzuvF4lMOu8iTuxZZQcAzewn5jHRmHntAEeBEpGuvJewP+/Y/rLTtpeBK1rrG4/ZZCHEI4gl1l8GpmqtH2it7wNTgNdjeLvIvwUS60IkX+cwI2ecPQOcjePrXcX40Wj2FUK431zMHfc2wK9a6ytxeM1RoJBSyvlOu8R6EpLOu4iVUuop4EfgY631QRfbmymlMiqlLEqpWphMtCvtm30xV/M/VEp5K6Xetz+/2f53LtBRKfWifQ7tQEwWTCFEEost1oF9QCelVDr7ULsu2Oe4KqWK2ctCWpVSGTHJqi4Cf9lfK7EuRPL2EzBQKZXXfjyvCTTA5L4AwH4c97GveimlfJwuzs8FeiqlnlZK5QE+QWJciORsLlAT6IzTkHl7/PtgRt4oe5x7AWitTwB/AJ/Zn2+MuSm3NKkbn1ZJ513ERWdMSaivVNT6z1Mww2MvAreBL4DOjgRXWutATOmYtvbtHYBG9ufRWq/DzKndgrm6fxb4LMm+mRDCWWyx3gFzZ+4CJuYLEZ5NOhfm5P8uJkNtQaC+1joIJNaFSAGGAbsw5eBuYeK1ldb6T6d9/gb8gKeB9fblAvZtU4FVmMzTfwJr7M8JIZIhrfUZTMxnIPymG0BlTGyvBfLbl3912t4CKI35nfgcM1LvWhI0WQBKpiIJIYQQQgghhBDJm9x5F0IIIYQQQgghkjnpvAshhBBCCCGEEMmcdN6FEEIIIYQQQohkTjrvQgghhBBCCCFEMufh7gYkpU6dOum8efO6uxlCJKqhQ4fO1Fp3cnc73EliXaQFEuuGxLtICyTeDYl3kRbEFO/JpvNur//dDngJWKi1bhfDvj2APkA6TF3Bd7XWAbF9Rt68eRkyZEhCNFeIZGvo0KEX3N0Gd5NYF2mBxLoh8S7SgpQQ73IuL0TCiCnek9Ow+UvACOD7mHZSStUG+gI1MHWECwFDE7txQoi4U0q9r5Tar5QKUErNjmXfHkqpy0qpO0qp75VS3k7bsimlflZKPVBKnVVKtUz0xgshElRC/R4IIZI9OZcXIpElm8671nqZ1no5cCOWXd8BZmqtj2qtbwHDMVf5hBDJR0IdwCcDgUAuoBXwnVKqWCK0VwiReOSEXog0QM7lhUh8yabzHg/FgENO64eAXEqpJ13trJTqYr/iv//AgQPRv+vu3TB6tPkrhHgsCXEAV0plAJoCg7TW97XWO4CVQJvEavfu3bsZPXo0u+V3QIgEk1xP6CXehXCbxDmXBzmfF6lespnzHg8ZgTtO647lTLg4MdBaTwOmAQwZMkS7fMfdu6FqVQgKAh8f2LQJbLYEbbQQwqViwAqndecDeH4gRGt9ItL2Kq7eSCnVBegCUL9+/Xg3ZPfu3VSuXJmQkBC8vb3ZvHkzNvkdECIpRft7oLWOcHx/3Hjfvn071apVQ2uNt7c3mzZtkngXIukk/Lk8wJo18MYbZtnLS87nRaqUEu+83wcyO607lu898juuWQOBgaA1BASAr+9jNE8IEQ8xHcAjb3Nsz+TqjbTW07TWpbXWpUuVKhXvhqxevZrg4GC01vj7+9O4cWP69OnDtm3b2L59u9yhEyLxxfR7EMHjxvv06dMJCQkhNDQUPz8/evXqxR9//PFIjRZCxFvCn8sDDB4MISHmESjn8yJ1Somd96PAy07rLwNXIl+Vj5e6dcHTapZDQyFPnsdpnxAi7mI6gEfe5tj+eAf3aFSrVg1PT8+w9StXrjB27FiqVKlC5cqV6d+/P9WqVWPnzp2J8fFCiMQ6oXfhrbfeihDvu3bt4pVXXqFkyZJ8/PHHDBo0SC7WCZF4Ev5cHqBDjfDl0FAokj1sdevWrXIRXqQKyabzrpTyUEr5AFbAqpTyUUq5GtY/F+iolHpRKZUVGAjMfqwPz2uBNt6Qx/6fY8hAuHsXgC+//JI2bdqwa9eux/oIIYRLMR3ATwAeSqnnIm0/mhgNqVmzJlu3bmXUqFFs3bqVjRs30rNnT7JnDz/4BwQEUL9+fYYOHcqZM2cSoxlCpGWJc0LvQr169di6dSsjR45k1qxZfPDBB2TLlo1Dhw7x1VdfMWLECKpWrSrHfiHiwa3n8gAZjkJTH/PpGli1GIB58+ZRtWpVBgwYQI0aNaQDL1K0ZNN5xwSuHybTbGv78kClVH6l1H2lVH4ArfU6YCywBThrf3z2WJ98bhfk84B2GSCXBc5cgE6d8N2yhU8++YR58+ZRqVIl5s2b91gfI0RakRAHcK31A2AZMEwplUEpVRF4A/ghsdpts9no168flStXpkaNGowfP56VK1fi4+ODUgqlFLdv32bIkCE888wzlClThtatW8sJvhAxcPsJfTRsNhv9+/enXbt2TJo0iUuXLtGqVauw7YGBgbRt25Z//vknsZogRGrjvnN5gLJdoLgXvJUOFDB7AyxezLRp07B/Ln5+fsyePfuxP0oId0k2nXet9RCttYr0GKK1Pqe1zqi1Pue07wStdS6tdWatdXutdcBjfXjBSmDxAE8FzTNCxvSweDF+EyaE7RIaGkrbtm157733uHbt2mN9nBBpQEIdwN8D0gFXgYXAu1rrRLnzHh2bzcbmzZsZOXIk27dvZ+PGjbRs2RIvLy/279/P/PnzqVSpEsuWLUvKZgmRkrj3hD6OvL296d69O+nSpcNiMadH//zzDy+99BJjx44lKCgoqZoiRIrk1nN5gBffgDz/g+c8oWN189w77/B1hw54eXmF7TZt2jTefvttzp8//9gfKURSSzadd7fKVxbqjjXLhQvCzFkA1F6/ngpeXlitVjw8PFBK8d133/Hcc8/x0UcfMWLECBl6I4QLCXUA11rf1Fo30lpn0Frn11ovcMf3cdyRr1ixIjVq1GD+/Pn06dMHpRRgLu61aNGCCRMmEBwc7I4mCpFsuf2EPh5sNhubNm1ixIgRrFmzhlatWuHn50efPn148cUX+eCDD+S4L0RyVvEj87fkA2jXDvz8eHnwYHYuW8aQIUPo0KEDPj4+/PjjjxQtWpSuXbsyfPhwiWuRYkjn3eGV1mD1hltnoH5N6N4dS1AQmzJlYkvlyvw+eTKHDx+mVq1a3Llzh0mTJjFo0CCqVasmAS9EGlS3bl18fHywWq1YrVaCgoL45JNPKF++PLNnz5bEOEKkUI6Lda+//jrz5s1j3bp15M6dm1OnTvHNN99QtWpViW0hkqsir0P67HDtLxjQESpUgPPnKd23L59ZLMzs1Injx4/TrFkzHj58yLRp0xg8eLCcz4sUQzrvDh7e8LS93Mz5PTB+PBQpgvf161TasoWXPv6YYnfvsm7dOtq2bRv2soCAAAYMGCDD6YRIYxx36IYPH8727dtZvXo1+fLl48CBA7Rv314S4wiRStSuXZtu3bqFrQcGBjLBaVqdECIZ8fCCV+y5K/5cCMuWQc6c8Oef8NlnUKMGBS5dYvHixXTs2DHsZQEBAYwYMYLQ0FA3NVyIuJHOu7P85c3fc7vB2xsaNAjf5u8PmzejlKJbt26kS5cubMjsli1bsNls/PXXX25otBDCXRx36Gw2G/Xq1ePo0aPYbDYgPDHOypUr3dxKIcTjqlWrVoTj/pIlSxg3bpybWyWEcOl/75i/R5dBFh9o3tysaw0B4fXfO3bsGCGu165dS+3atbl48aIbGi1E3Ejn3VmBCubvWfudsiZNTCceTMBv3gxBQWF33EaOHMnkyZMpUKAABw4c4H//+x89evRg1KhRcrdNiDQoU6ZMjB8/Hm/H7wYwdepUNm/e7MZWCZHGLVsGo0fDYxyXnY/7H31k5tR++umn9OrVS+7UCZHcPFnYJKMOeghHFkPLluBIWBcaCk89BUSM6zFjxpA9e3Y2btxIiRIlGDVqlEx/E8mT1jrNPD777DMdI7/bWn+WReuhT2od+NA8t2uX1l27ap0+vdagdYMGWvv5RXjZnTt3dLt27TSmqqQGtI+Pj961a1fMnydEIgCG6GQQb+58xBrriWzXrl26f//+unTp0hrQFotFjx49WoeEhLi1XSJ1kViPQ7wvWqS1ufyutbe31jt3xvU/b4zmz5+vPTw8NKDr1Kmjhw8fLsd8kagk3uN5fD+8WOvPMmv9XUWtQ0PN+XyZMua34JlntL55M8pL/vvvP12nTp2wc3mllE6XLp3EtkhyMcW73Hl35pMFcheH0CC4sN88Z7PBlCmwdStkywarVkHDhvDwYdjLMmfOzKxZsyLUh/X392fBArckxhZCuJnNZmPkyJH89ttvDBgwgNDQ0LD68YMHD5Yr+UIkleXLw5cDAuDtt2HNGtOdfwwtW7Zk9erV+Pj4sG7dOgYNGiQ5LoRITorWh3RZ4fIRuHTQnM9v2walSsG//0LbtuYuvJPcuXOzdu1aGtinzWptpr+tXbvWHd9ACJek8x5ZfjNflXO/RXy+dGkzRyZnTtiwASpWhCFDIgzD6969Oz4+PmHr06ZN46effkr8NgshkiWr1cqIESNYtWoVGTNmZOfOnQwfPpzq1avLSb4QSeH99yFdOrDPaeXcOahfH155BYYPh5EjH3k4fe3atWnfvn3Yur+/P1u2bEmIVgshHpenD7zc0iz/Psf89fGBJUsga1ZYvRo+/zzKy5RS9OvXL8L0t++//55jx44lRauFiJV03iML67zvirrtpZfMVbvs2eGPP2DoUKhePezAb7PZ2Lx5M8OGDeP1118nMDCQFi1ahN15E0KkTfXr14+Qrdrf359Zs2a5sUVCpBE2G2zaZDrpGzbAuHFmvuuhQzB4MAwcCJUrmxF2j3CcbtOmTdhJvtaaAwcOoB/zrr4QIoGUsieuO7IEAu6b5YIFYf58c0Fv0CDYuDHKy2w2G1u2bKFPnz4UKVKES5cuUb58edasWZN0bRciGtJ5t/vt9HWGrjrKIWsx88T5vRASHHXHIkWgXbvwdX9/mDYtbNVmszFo0CBWr17Nl19+icViYdSoUVSuXJnPPvtM7rYJkUY1adKEdOnSha3PmjVLptYIkRRsNujXD2rWhE8+gdOnoVGj8O3BwfDuu1CgAPTsCTNmwKhRcboj7zjJ79SpE56enixbtozPPvss8b6LECLuchQxN+UC78OfS8Ofr1vXdNxDQ6FZM+jdO0q822w2Pv/8c37//Xfeeust7t27R4MGDXj//fclMbVwK+m8A1v/vsrb0/cwa+cZms8/jX+mAibQrxxx/YImTczQG4fZs6FvX3Cq9a6U4uOPP2b9+vVkypSJnTt3MmzYMBkuK0Qa5chqO2LECJo1a0ZwcDCtWrVi5MiRcqdOiKTk42NO1tOlA6sVPDwgVy64cAG+/BI6d4YBA6BGjTh34KdPn86iRYuwWCwMHz6ciRMnJv73EELEzlE2zjF03mHwYChXDu7cgS++gCpVYMeOKC9Pnz49CxcuZPjw4WitmTx5MgMHDpQcF8JtpPMOHLl4Jyx3TUBwKKfTFTcrkee9O9hspmzcyJHQtas5+I8ZYwL/7NkIu9asWZMuXbqErfv7+7PRxRAdIUTqZ7PZGDBgAIsXL+bLL79EKcXAgQNp2LAhI0aMkBMBIZKKYzj98OFmOtx//5mOeoUK4fv4+ZnkdnHUqFEjZs6cCUCPHj2YO3duQrdaCBFfxRqZhNQXD8Da3mZkLZhz99deC98vKAhatIDff4/yFo5jtSMxtdZaclwIt5HOO2ArnB1vj/D/FPv1C2bhrIt572EvskH//maenK8v5M1rDvzFi0ObNhGu1jdt2jRCIrv9+/fLnTYh0riPP/6YpUuX4uXlxerVqyVbtRBJzTGc3mYz81/Llzdz4p1H1s2da5LcxVG7du2YMGECAO3bt6dNmzYS00K4k2c6eKaqWd47DeY0DO/Av/66GYFjsZjfgIsXoUwZ+OgjMxd+9Ogoiamdc1zs2bNHclqJJCedd6BUgaws6FyeNuUL4GFRzLrwlNlwbnfcysm8+qpJYFexIty/D/PmQdWqURLZvffee3h5ebFy5UqmTJmSaN9HCJEyNG7cmI4dO4at+/n5sXLlSje2SIg0zjGyrn9/ePZZOH/eHNv/+ivOb9GjRw/atWtHaGgo8+bNk+lyQiSR4JBQ9p+5yeQtpzhw9lb4hky57QsaQgLhzHaz6hiBM2IE/PqryXmhFEyaZO7KDxwYYfqMI8dFhw4dws7nu3XrJh14kaSk825XqkBWhjcqzrA3ivOvzs11nQUeXIMb/8TtDZ580lzBc5SjCQyMMNzOZrMxefLksCF1H374Idu2bUvoryGESGHatGkTYWTOrFmzpCSNEO5ks5lpcfv2mYvzFy5ApUqwd2+c3+K5554LW/b392fdunWJ0VIhhJOpW/+h2ZTdfLH+b1pM243v31fNhpeaAfbzc4sFClYKf5FzQsvx4+HAAciXz2wLDTXn876+TrvbmDlzJmvXriVdunRMnz5dOvAiSUnnPZK3y+ajWal87At9HoCH/0RNXhGtatUiDrfbvj3KnfvWrVvTs2dPgoODadasGefiMRxPCJH6OEbmDBgwgOLFi3PlyhUqVqwoF/eEcLcnnoD166FePbhxw+S1ad8+TknsqlWrFqG6xNatW2W6nBCJzPfEtbDloBBN+1n7aPztTib+/QTHn2kLwIOsL0C+stG/ycsvw8KFppMP5jz+1Vej7FajRg1WrVoV1oFv3LixZKEXSUI675EopRjRqDjnMpYE4OD2tYSGxvGA6xh+8+mnkD69SYLjImHNmDFjeO2117h27RqNGzfGz88vAb+BECKlsdlsjBgxgr1799KoUSNu377Na6+9xuLFi93dNCHStvTp4eefoXZtUxp29mxzFz6WO+mO6hI9e/Ykffr0bN26lS+//DJp2ixEGtW3TlG8PSwowKLAalEcPHebiRtP0vyvV/HXnmS4fpgjfx6O+Y0qVoRVqyBTJnP3fcMGl7s5OvCOIfSShV4kBem8u+DjaaVhw6YAPH33D96ZtZcDZ27G7cU2G4wdC999Z9Y/+ADOnImwi4eHBz/++COFChXi999/x2azsWtXDMnxhBBpQrp06ViyZAndu3cnMDCQ5s2bU69ePfl9EMKdPD2hcuXwaXEhIaY29Pz5MebFsdlsjB8/nvnz5wPQu3dvtm/fnhQtFiJNKlUwGws6l6dX7SIs7laBQ5/VYkbb0pTMl4W7ZGBdaBkAzm6aHvtImNdfhxUrTNyPGGFyYbhQo0YNWrduDUgWepE0pPMejaeeL0OgNT0FLVc4fvIkzabsZuTav7jrHxT7i8FknG/aFO7dg7ZtzcHeSbZs2Rg6dCgAhw4dokqVKnKlTgiB1Wrl66+/5t133wVg7dq1VK5cWYbRC+FOjmlxVqsZTvvgAbRuDXXqwOLFUbJSO2vUqBG9e/cmJCSE5s2bc/ny5SRuvBBpR6kCWele7VlKFchKBm8Par6Yi0H1i+HtYWFRSFUASt5cS5c5e7h6zz/mN6tWDQYNMhfpWrWCq1dd7tapU6cIWeiPHDki02REopHOe3SsHlzO/BIAZSx/o4Hp205TbuQmei85xMK955i85WTEbJbOlDJl5HLnNnPf7aVjnJ0/fx6LfU5NcHAwI0aMSKxvI4RIQZRS5MuXL+z3ISQkhHbt2nHt2rVYXimESBTOdeG3b4fvv4esWU2G6ubNYcCACFmpIxs5ciRVqlTh8uXL1K1bl5EjR8oFeyGSiKOqVMWajbjj/RR51XX8TvhS68ttTNp0Mmp2emeDBpmRN5cvm5txLhLTObLQt23bFqvVyo8//kj//v2lAy8ShXTeY2AtWBGAcpa/8bQqiuXJhF9QCIv2X6DfsiN8sf4ELaf/Fn3AZ89uDvBgMll++GGEA3vVqlXx9vYOO0Ffu3ZtWDZ6IUQi2r07xjtlyYHj98FqtQLw77//UrZsWQ4fjmWunhAicTiyUleoYBLXHT9ukluBuTMXKSu1M8d0uWzZsvHHH38waNAgmRsrRBIqVSAr3asXIYutPQDvZ9nF7YdBTNhwIiw7/d5/b0R9oYcHLFhgqkqtX2+mw7o4f7DZbMyZM4clS5bg4eHB559/HjbCVoiEJJ33GDxdojoATdMfYFUjL9Z8WJnNn1ShbMGsYfsEBIcya+e/0b9J3brQuLEZNv/111HqRW7atIkRI0bQo0cPALp06SJJqoRITDt3msyx/fubq+kjR8KRIxAQkKw69Y7fh+HDh7NixQrKlCnDmTNnqFChAsuXL3d384QQOXOa/DYeHmY9NNR07KORO3dumjVrBpihtQEBAfhG09kXQiSSki0BRbnA3TQqEl4RIihE02H2PiZtOsm1ewERX/P00zBnjln+9tso9d+dNWrUiAULFmCxWBg6dCjdunVj9OjRcqFOJBjpvMfEPtwlY+B1iq5vBef3UihHRvrUfQEfj/D/dKsP/8dnK/4kMDiaGo+OK/NgOgiR6kX269ePCRMmMGzYMEJDQ2nVqpXUhBUisaxcGT7sLTjYHIRLlIB06UyG2ViGvyYlx+9Dw4YN2bp1Ky1btuTBgwc0btyY1157TRLZCeFuNpvJRP3kk+acIZqkVg7t2rXD09MTgNDQUHLmzJkUrRRCODyRDwpXQ4UE0jP3IXzs2ekVcD8ghAkbTlDh8020nbmH0b/8FT66tl698JJxLuq/O3vzzTeZa682NXXqVAYMGCAjbUSCkc57TC7uC18ODoQzJktsqQJZmd+5PJ/Wfp7OlQvhaVXM2X2Wt6bt5r87Lsq+1aoFXl5mOTQUypVz+XEDBw6kZ8+eBAUF8cYbb9C1a1cJdCES2uuvg7e3STrl4WE67M8+a7ZpbR5+fqZMTDKSLl065s2bF5bIbuPGjVSuXJkdO3a4uWVCpHFVq5pycgCjRsGhQ9HuarPZ8PX1pUwZk/V68ODBXLp0KQkaKYQI80obAPKfXcp8e3b6Jd1szO9UjtdezEVwiGbbyetM3XqaVjOcpseOHBle/z00FMpGXy++VatWNG1qKlfJSBuRkKTzHpOClcBirpCjtFm3M9ksn2PA6y+wuFsF8mTx4eC529T6chu9lxyKOA/eZoMtW8ywG4ADB1x+nFKKcePGUb9+fQIDA5k2bRrVq1eXDrwQCalKFROPI0bAtm2wYwecPGmes2eLBWD6dNi3L/r3gSQfZu8qkV3Xrl3x948lY64QInFVqgTvv29G87RvD0HRV6apUKECO3bsoHLlyly6dInGjRvj5+fiwr8QInEUrQfpssLlI5TyPGuy0xfMRsVnszO9bWk6Vy4UtmtAUCi/nbbPha9cGdasgWzZzIX+r7+OUk3K2SeffIKHfVpNaGgo+fLlS9SvJdIG6bzHJF9ZaL0MrN4mSD3Tu9ytZL4nWP1hJV7Om4V7/sEs2n+BtyMnsqtQAWbMMMtjxpgSci4opShfvnzYur+/P7/++muCfSUhBOGJp2y28Occnfr+/c0w+uvXzYF6wQLX77F4sXlNEg+zj5zo8tixY9SpU4c7d+4kyecLIaIxejQUKAAHD8K4cTHu6uXlxZIlSyhYsCB79+6lc+fOkplaiKTi4Q0l3jLLB+dF2Vy7WG68rAoADRTKniF8Y506sGsXPPGEqQPfr1+0H2Oz2di6dSslSpQAYNCgQVI1Rjw26bzHplBl+F9bs/z7nGh3y5bBi9dezBW2HhjsdKXOoXZt04m/cQO++Sba96pevTrp0oUn0fj9998fre1CiPix2cywuH37oHNn8Pc3tV3btIEhQ0zJxw8/hOeeM+WhgoLCh9l/8AHs358ETQxPdPnDDz/w1FNPsXXrVqpWrcqVK1cS/fOFENHImNGM2AEYOhT++ivG3XPkyMGKFSvIkCED8+fPZ+zYsUnQSCEEAK+0Nn8PLQDfMXB+b9imUgWysrCLjaK5MwGwaP/5iBfXihSBpUvN1LsvvoAYKkVVqFCB3377jdKlS3PmzBmaNWtGYGBgonwlkTZI5z0uSr1j/h7+CQIfRrubrXB2vJ0S2eXM5B1xB6Vg2DCz/MUXEM2dMsfJ+QcffICnpycrV67kp59+eqyvIISIBy8vmDrVXGSzWGDePHMy/sknZpjcqVOQKRPYy7gBZjpMmTLm0b+/2T+R7sY7Etm1bt2aXbt28dxzz/HHH39QqlQpPv30U5lqI4S7vPYadOxoktN27BjjkFqAEiVKMG+eufPXt29f2rZtK/ErRFLI/RI8+RwEPgDf0TCnYZQO/NwOZcnk48GWv6/xy5+XI76+enVTbQKgW7dok9eByVmzYsUK8uTJw7Zt2+jevbuMtBGPLNl03pVS2ZRSPyulHiilziqlWkazn7dS6kul1CWl1C2l1LdKKc9EbVzulyDP/8D/DhxbEe1upQpkZUHn8pSxl5LbcMzFXbDq1c1Q3Fu34Kuvon0vm83GpEmTmDhxImBKyJ0+ffqxvoYQIh6Ugu7dzfxVZ9WqmXJzN2/C9u0mQdWPP0LPnpA1q7n7Pnq0uVMf07D7BFKwYEF27NhBkSJFuHjxIuPGjaNatWrSARDCXcaNgzx5zMW7OnXM70UMGjVqRJcuXQD44YcfJNeNEEkl+3P2BQ0h4YmpHXJm9qFPnaIADFl5lLv+kXJZdOoEvXqZXBcNG5oL/NHEbp48eVi+fDk+Pj7MmDGDSZMmJfS3EWlEsum8A5OBQCAX0Ar4TilVzMV+fYHSQHHgeeB/wMBEb12pduZvDEPnwXTgv21VCm8PC78eu8KxS3cj7uB8933CBNOJj8G7775L48aNuXv3Li1atJChNkIktY4dTRk5q9X8HTnSTH/x8AifO//WWzB+PFy8CPY6zoA5oLdqZbJR//gjbN2aKAnucubMSYsWLcLWAwICmDMn5t8qIUQieeIJ+Ogjs7xxo0lm17s3PIx+5F6BAgXClv39/Vm7dm0iN1IIge19c14OgIYCr0bZpWXZ/LyS/wmu3gtg3Pq/o77H55+bEnL37pnz+hhy4JQpU4ZZs2YB0KNHD9q3by8X6kS8JYvOu1IqA9AUGKS1vq+13gGsBNq42L0BMElrfVNrfQ2YBHRI9EYWbwpeGeHcbrjmInid5MjkTaty5kA8adPJqDtUqWKC+84dE+gxUEoxc+ZM8ufPz759+xgwYMAjfwUhxCOw2WDTJhg+3Px1TnIXWbp05g68o7NvtYKPj+m0v/226cQnUoK72rVrR8iVMXv2bNavX5+gnyGEiKOQkPBOgdZmqly+fDBwoClDGekiXrVq1SLE7/r16wkODk7qVguRthSsCM1m2xNTh8Llw1F2sVgUo5u8hIdF8cNvZzl4LtJNN6vVHNMd/P1jHELfokUL2rVrh9aa2bNny0gbEW/JovOOuYMeorU+4fTcIcDVnXdlfziv51VKZUnE9oF3RtOBB/h9bqy7d6tSCG8PC+uOXub45btRd3DcfZ840SSwi0HWrFlZuHAhVquVcePG0a5dOwl0IZKSq+z0Me3r6Oxv3w5XrsC330Iue0JLR4K7X35J4CaGJ7J7/fXXCQgIoEGDBixevDhBP0cIEQdVq5oLd1aryaHxwgtmqs3IkWZ4baSLeI747d27N0888QT79u2jT58+7v0OQjyCZD0N1pVijaDJVLO8vj/8F7UDXzR3ZjpVKoTW8PGPf/D15pMRK0rVrh1ealZrE/MxeO6558KW/f39Wbdu3eN+C5GGJJfOe0Ygcva2O0AmF/v+AnyklMqhlMoNfGh/3mUdN6VUF6XUfqXU/gPR1FePM0fiuj8WQHBAjLvmzOzD22XzA/D1plNRd6hQwcyFu38fmjaN9S5chQoV6Ny5MwBz5syRK3VCJGfOnf3MmeHdd2HZsoh15GfPNonvEvRjbQwYMIBVq1bRo0cPgoKCeOutt5juyIAthEgazhfxfH3h6FHYsQOK2e9JaG2S2jndobPZbIwZM4aVK1fi4eHBhAkTmDs39psFQiQzyXsarCvFGpvpsSGBsKQ9BNyPsstHNZ4jRyYvzt58yIRfT9BqhlNJaJvNlJqtU8esjx1rLtxHI/JImw0bNhASS3JLIRySS+f9PpA50nOZAVfF0EcCB4E/gF3AciAIuOrqjbXW07TWpbXWpUuVKvV4rczzP5O8zu8m/LUq1t27VSmMl9XC2j//48QVF1/FMTd261aTBCuWzni+fPnClv39/dm0aVO8mi+EcKMKFczB/dNPoVAhOH8eypUz8Z/ALBYL48ePZ8SIEWit6dKlC3Xr1pULfkIkJeeLeEpBxYqmlJyn/eZiaCiULBnlZZUqVeIbeznZLl26sGfPniRstBCPLkVMg41Onc8h54tw4xSs7RVlczovK1WezwGY2u9RSkLbbLBmjTmfv3oVOnQwF+lccIy06dWrF5kyZWL37t0yLVbEWXLpvJ8APJRSzzk99zJwNPKOWms/rfX7WuuntdaFgBvAAa114l+yUgr+Z7/7HkviOoDcWXxoUTYfWsPXm13cYbvqdL0hIADato2xA1+tWjV8fHzC1h97JIEQaVBoqGbz8SuMXXecjceucOm2HxduPeT8zYesOXwp6nC4hGSzmSvyf/wB9eqZYbSvvWaG0CZwIjulFAMGDKBnz54ArFu3jsqVK7N9+/ZYXimESDSOO3TPPGPW5893uVvXrl159913CQgIoF69evTr108uvomUIPlPg42OZzpoNgs80sGhhfDHwii7vF22ABanFpd/JlvEHSwWmDvXVJ5ZuxYmT47242w2G1988QXLly/HarUyZswYFiRydRqROiSLzrvW+gGwDBimlMqglKoIvAH8EHlfpdTTSqk8yigPDAI+S7LGlmhuAvvfbXDjn1h3f7equfu++vAlTl2NdPe9alWT2MqR1ObUKXN3rm5dmDkzysm8zWZj8+bNvPfee3h6erJ8+XK+//77BPxyQqR+209eo8Ps/Xzr+w+d5u6nwuebeXXMFiqN3UL3BQcZ/+sJWk7/LfE68GBqxK9YAT16QFCQKTc3YID5TVi8OLw29O7dj92pz549OxaL+akPDg6mffv23IqlyoUQIhFVrAgbNpjj//z55m6dCxMnTqRkyZLcuHGDzz//nBo1akgHXiR3iTINNkGnwMYkZ1F4faxZXvUxrOsfpfb7jHdK4+NpIVTD2ZsuKkjkzWtG2IApI3c0yn3ICKpXrx5WFrpjx47s378/Ab6ISM2SRefd7j0gHWb4+0LgXa31UaVUfqXUfaVUfvt+hTHD5R8Ac4C+Wutfk6yVPlmgeBOzvPL9CEHtylNZ0vFm6bxoDR8sPBixQ+CYEzdypEle1b8/ZMwI69aZ2pH9+5u68JE68JMnT2bKlCkAvPfeexLoQsTDgUiZYjN5e/D0E+nI7OMR9lxAcCi7/rmeuA2xWk21iUaNzLrWEBgIzZtDhgzw7LOmxNRjZqevWrUq3t7eYR34f/75h/Lly3PypItKGEKIpFG4MIwYYZa7djXVZyLx8vKiXr16Yet+fn5s3rw5qVooxKNIlGmwCToFNjavtIFC1SDEH36bDHMaRjjXr140F8PfKA7A8NXHuPnARQnnpk3NsPmAAHjjDZP7IoZjePfu3enUqRP+/v7UrVuX/v37y4U6Ea1k03m3z3lppLXOoLXOr7VeYH/+nNY6o9b6nH19m9a6oNY6vda6iNba9ZizxJS3jPl7dhfMaRBrB76yfY7MX//di3pHzzEnrk4d04n/919TSs7B39905iPp0KED3bp1IyAggCZNmnD1qssp/0KISKo8nxMfTwtWBT6eFmZ3KMvOvtWZ1b4s3h7hP4nH/3NRJSIx9O5tEtkpZYbc5chhDvj//GPuwDuy0y9b9khv75yFfunSpbz00kucOHGCcuXKSUdAJIl4ZJ9WSqkRSqmLSqk7SinfaBJdxdk9/yCGrjrKgJ+PsDuxL8jF10cfmbwXFy9CNJnl69WrF2G63OHDUTNhC5GMpIxpsDFRCvKVCV8PCYAzEaebNSuVlwqFn+TWwyBGrD7m+n2++gqeftocywcPNnPhd+2K5iMVkydP5qWXXuL69euMHj1aRtqIaCWbznuK8vBm+HJw1KCO7NTV8KyVURJcRJY9uxkm63SwZsUKc/IeyVdffUX58uU5f/48b731ltSEFSIOShXIyvxO5elZqwjzO5WnVIGsYc8v6FyelmXzY7XAmiOXWfb7hcRvkGMO7MiRJhv11avmLtyMGeGJrcCUm/vpp0f8CBv9+vWjSZMm7Ny5k4YNG3Lr1i1q1apF48aN5QRBJLa4Zp9+E5OwqhKQDdiNi+lz8bH0wAVm7TzD/D3neHv6HqqP28KAn4+waP95lh+8yDeJmeMiNlarmSLn6QlTp7qsDe2YLtepUyesViuLFi0KG2IrRHKToqbBxuTZ18BiP/5qDfnKRdislGJU45fw9rCw7OBFtp24FvU9MmY0ZSEdAgLgzTfhhx/MciReXl40aNAgbN3f358tW7YkyNcRqYt03h/FM5XA6ij5pMHiEePu5Qs9iadVRViPkc0GmzebrNTZs8OhQ/DWW2ZurBMvLy+WLl1Krly58PX1pVq1anISLkQclCqQle7Vng3ruDs/P6rJSwxtaIbE9Vt2hD8vRh3OmuAi15HPnBk6djSZ6AcNMqNxHj6EFi2gSxez/IgyZcrEsmXLaNWqFSEhISxfvpzKlSvLb4dIFPHMPv0MsENrfdp+920e8OLjfP7p6w8irT9k/p5z9F5ymI9/+oNxv57gram72fhX9GWdElWxYibGAVq3hqFDowyvtdlsTJ8+PaxsXM+ePVm6dGlSt1SIuEoZ02Bjkq8svLMKMuQANFyMOs++YPYMfFTTDDAYsPwIfoEuBgy0aWNuxjlyW126ZJJT589vhtUPGhQh3uvXr4+3vaSs1prbt28n9DcTqYB03h9FvrLQbjUUrmHWt0+A2+ei3b1UgazM7VAWL6sFDeTM5B3tvmEcWam3boVs2WDVKnMyHxoaYbc8efIwZMgQAHbs2EHVqlXlJFyIx9SqXH5alMlHQHAoXX844HpOW1Kw2WDYMHNnfvJkM7x++nQoXhw+/viR58FbrVaKFSuGsp9QBAcHh/2OCJHA4pN9+kfgWaXU80opT+AdIOq8MeKewOqNkk+HT5PxsDD8jWL0f70oRXKF588KDtV0mbuf9+YfYMfJ6+w/c5PJW04l3R35Pn1M+ciLF03nPZocFy1btmTUqFForWnVqhW7ohmCK4Q7pahpsDEpYINGJr8U28bBg6jTbjpXKsQLT2Xm/E0/Jm48EWV72M24kSPNcXzmTChRwoywmzXL5L1winebzcaWLVt48803Afjyyy+lQoyIQjrvjypfWWi1BJ6vA/63YXE7CI7+BN9WODu1i+cGYP3Ry3H/nBdfNOUmMmQwQ2169oxSN/LWrVthJ+GBgYH8/PPP8f02QggnSimGvlGMkvme4OJtP975fk9YCTmtNdfuBbD/zE3G/fo3fZYeTvyTfKXgvfdgzx5zxf7ff818uqpVHyuRnY+PT1giu19//ZWxY8cmYKOFAOKXffo/YDvwN+CHGUbfw9WbxjWBVYRpMp3L08ZWkC6VCzOqyUv4eFqwKMJKP609cpnWM/fw5pTdjFv/N61mJHLVCQcvL5P3xnwxk+tm/XqXu/bt25euXbsSEBBA3bp1+eSTT+SCvRCJ5bma8GxNCLgLW0ZF2exptfB5k5ewKJi+/TSDV/wZ9TfDMbKualVzt/2PP6Bz5/Dt/v4RpszYbDYWLVpEz549CQ4OplmzZpw/fz5Rvp5ImaTz/jgsFmj0HWTJZ4bUbBgc4+51ipnO+7o/49F5B5PQ5uefzby4r76CWrUinLA7TsId1q1bJ/PfhdvFI0mVt1LqS6XUJaXULaXUt/a7bo7tvkopf/twu/tKqb+Tov3eHlamtC5FlnSeHLl4l/G/nqDZd7t4cfB6yozcSLMpu/lm8yl+2nee5lN2J00yrJdfhvbtw9cDA+Hzzx/prZwT2Q0YMAClFH369GH8+PEJ1FghgPhln/4MKAPkA3yAocBmpVSU0lHx4WqajKNT/0mtIizuVoFdfWvQo+bzZPL2QAOaOOSoSUitW5tOPJgO/IwZ8PvvUXZTSvHNN99gs9m4e/cuEyZMkMRWQiSmWiNBWeHALLj6V5TNL+d7gteLP0Wohrm7z8Z+0U8pcxy3D49HayhQIMpuY8aMoWbNmly9epXGjRvj5yL3lUibpPP+uNJngzdnm8QWe76DYyuj3bVqkRx4eVg4cO4WV+/6x+9zXnsNPrPn8di4McIdN8dJ+IABA8iePTtHjhxh5MiRj/Z9hEg4cU1S1RcoDRTHDLH9HzAw0j7v24fbZdRaF0nENkeQO4sP9V56KmxdA35BIWT28SB35vDpLyFa8+HCgxGSUyaa2rVNfWjHHLqVK6Fv3yhTauLCkchuxIgRzJgxA4BevXpJQiyRkOKcfdr+/E9a6wta62Ct9WwgK4857z06zp363Fl8+Kjmc3zfvgxW+634UA0vPuVqgEAisNnM3bcePUyZyIsXzXOTJkUZbefh4UGtWrXC1iWxlRCJKGdRKNUOdCisH+Byl2dzZgxbDgiKw0U/R6La0qXN+uTJUY7hHh4e/PjjjzzzzDMcOHCAxo0bM2rUKLlQJ6TzniDyloZaw83yz11NcLsoH5fB24PKz+VAa/j12CMkx7FYwk/YAwNNjXg7m83GiBEj+Omnn1BKMWzYMHbs2PEo30aIxxbPJFUNgEn2eXLXgEmYjNPJQtNSefHysKAUeHlYmN2+DIc+q8XkVqXCht0q4Nr9QBp+s4OfDyZyhnqbzcT+yJHQv7/JWD1mjEmCE/joc/M7dOjAtGnTAOjRowcNGjSQkwTx2OKTfRrYB7yplMqllLIopdoAnsCppGpvmYLZWNi5HE8/YUazzdjxLyGhOpZXJRCbDSZMgCNHzDSZwEBTTq5KlSiJrWrXrh024k5rzcPHSGIphIhFtf7gnQX+2QQnN0bZXOl5c3MOzEX+dJ5x6F7ZbPDrr5A7tykhN3VqlF2efPJJli9fjre3N+vXr2fgwIEy0kZI5z3BlOsGBSpC0EPY/U209d/rPMq8d4eqVSOWkLsedZhu9erV6dOnD6GhobRq1Ypbt9xUAkekdfFJUqXsD+f1vEqpLE7PjVZKXVdK7VRKVXX1gXFNYBVfpQpkZWHn8vSqVYSFnctTtUhOlFIRht3+0Kkcb5TMw8PAEHr8dIiOs/fx1cYTiTdf1jGHbuRIWL3a5MSYPx8qVDAjdB7xwN65c2c+/fRTAFavXk3lypXZunVrQrZcpE1xzT49BvM78QdwGzPfvanW+nZSNrbsM0+y9N2KZM/oxc5TN/hyg4tEVInJx8fciVuyxMT29u0uE1tt3ryZpk2bAjBx4kROnEjidgqRVmTIDpV7meU1PWHrFxHO8R3nCZWezQ7AlK2n45boNmtW+Pprs9ynjxlxE0mJEiXC4lxrTUBAAL4uykqKtEM67wlFKShYMXw9ONBl/feaL+TEalHs/ucGtx/G8y6Z445bG/vNyx9+ABdlJIYNG0aZMmU4d+4c3bp1Q+skumsgRLj4JKn6BfhIKZVDKZUb+ND+vGOeax+gEPA0MA1YpZQqHPlN4prA6lHEVFque7VnefXZ7Ex8qySfN3kJT6ti0/GrfLnxJC2m7mbXqUSeC1+njqlKkTUrHDhgstNXr/7IHfisWbNGyELfokULjh51NcJZiLiJR/Zpf611d631U1rrzFrr/2mtXWabT2y5s/gw6e1XsCj4ZsspNrmjlFzTpuYOvIOfnxlqa2ez2Vi8eDEtWrTgwYMHtGzZksDHGH0jhIhBua6QKTfcPgtbRsKchlE68LM7lKVMwaxcvRdAn6WH43b+3bQpvPEG3LsH3btHmSYD8P777+PpaVIBhYaGcv9+EkzRE8mWdN4T0rOvmbnvAGgo8GqUXZ5I74Wt0JMEh2o2/XU1/p9hs8GcOVC5Mty8CaNHR9nF09OThQsXkjFjRhYtWkSzZs1kiI1IavFJUjUSOIi527YLWA4EYe7SobXeo7W+p7UO0FrPAXYCrydOsx+dUooWZfPTqlx44pmgUE372fsYueYY528m4rDWUqVMKUkHf3/45ZdHeitHAkyr1YpSisuXL1OqVCkmTZokFwJFmlKhcHY+rV0UgB4//cG5G24Ymt64ccQRd5FO2pVSTJkyhYIFC3LgwAEGDHA9J1cI8Zg8vKFgJfuKhpCAKDfprBbFl2+VJJO3BxuOXeHHfXHIEq+UGWmTKROsWAHLlkXZxWazsXXrVurYq1KMHj2auXPnPu43EinUY3felRH5JN2xLbNy3MJJC/KVhbbLwTMDoEGHuNzNUTJu3aMMnQcT6OPGmeWvvoKzZ6PsUrhwYXr0MBV2li1bRvXq1aUDL2KVgPEc5yRVWms/rfX7WuuntdaFgBvAAa2jCSAzpSxxflfO74Xt411OeYmrBi/nCZ8LryAgOJTp2/+l8hdbeHPKLvotO5I4w+mbNIl4kr9iBTzCPFhHAszhw4ezYcMGOnbsSEBAAB999BE2m43+/fvLb0kaIMd2o1uVQrz2Yi7u+gfzzqw9iTsdxhVHnWh73We++gr+jlhwI0uWLCxYsACr1cq4ceP49ddfk659IlWQeI+jsl1M5nkwCexyFI2yS96s6RnRuDgAw1Yd459rcbhL/vTT4ZVjunSBwYOjjJ6z2Wz88ssvjB49Gq017dq1Y/78+Y/1dUTKlBB33j8Gvo1m22TggwT4jJSj4Ktgsw9z2xM1+QRA7RdzoRRsO3GNBwGPWNKtTBlo0QICAmBg5MTcRrp06cKW/f39Wbky+kz4Qth9TALEc3ySVCmlnlZK5bGfPJQHBmFKRqGUekIpVVsp5aOU8lBKtQIqA66LID+Og/Ph+9qwaVi0OSviwnku/JJuFVj1/qs0/V9erEqx78wtFu49x1tTdyd8B8Bxkv/pp5AjBxw+bIbjPcIwWkcW+ho1ajBjxgyWLl1KpkyZ2LNnD6NHj6ZatWrSgU/9PkaO7SilGPfmy+TO7M2/1x/y5caTSVf/3cFmg0WLoFUrc0GuZcsocW2z2RgyZAgALVq0YMCAARKjIj4+RuI9dvnKQrvV8ERBs77tCwiKWsLtjZJP0/iVp/ELCqHznP1M2nQy9t+Mbt3gpZfMqNrhwyPkuHDWt29fhg8fjtaatm3b8uOPPybAFxMpSUJ03t/B1GJ1ZSjQPpptqVfpDmDxgL9WwZ2omadzZvbhf/mzEhAcytYT1x79c0aNMnVh581zWQ+2atWqETrwixYtkgR2IjYJGc9xTVJVGDNc/gEwB+irtXbcOvIERgDXgOuYE4hGWuuEq/UeHAhbRsHK982VdIBgf9g7LfbXRnOn3nmO/Et5szC++ct0rVIobLhAcKhm4sYTsQ5D3/vvDcb/+nfcOwo2G4wdC9u2QfbssG6dyZEREs0ght27zdSbWE7ymzRpQvfu3cPWAwICWLVqVdzaJFIqObbbZUnnSZ3i4SUj/YNC2XzcDXPgJ0+GggXN8d7FRft+/fpRsmRJbt26xahRoyQrtYgPife4KlABOm+GJwrApYOw4n2X89SHvlGM7Bm9OH39ARM2nODt6bFc9LNYTIfdwd/fXJB3YeDAgQwZMiQsOfXbb78tsZ6GJETnvYDW+qSrDVrrU0DBBPiMlCVzHnihoRk2v/97l7vUKWYfOv/nIw6dB3jmGXj/fbPcq1eUHw/H8NeBAwdSoEABTp8+TYMGDaSkjIhJgsVzPJJUbdNaF9Rap9daF9Faz3d6j2ta6zJa60xa6ye01uW11hse7ys6uXwEpleHrWNMx91iDd92ZDGs+QSC/KO+LjQU9k6H7+vE+U599aK58Pa0hHXgt5+8zufrjrvswGut+XbLSd6a+htfbz5F8ym7WX34Uty/V9GisH49ZM5s7th16xbx9+HiRZOVvlIlU26uWrVYO/ANGzaMcDFw9erVBAQExL1NIqWRY7uTBi/nCSsFBfDTvvP89d/dpG1EliywYIEpD/nFF7AxYskqq9Uapf67ZKUWcSTxHh8ZnoS3fwSvjPDnEtjxZZRdMvt4UuvF3GHrgcGhfLTwIGuP/EdwSGiU/QFo3hy8vc2y1uDrC0FBLncdPHgw7dq1IzQ0lB9//JEqVapIBz6NSIjOe7BSKperDfbno5u3mrqV62b+Hpjt8uS/tr3zvvn4VQKCH+M/0YABJsv0li2wdm2UzTabjeHDh7N9+3by5cvHzp07ad68OUHR/BiINC9txPPZXSZT7NQqcOUIZC0I7dZA+3VQfTCUew+sXrBvBsyoCdftZaZvnwPfMfD1K7C2V3heizjcqXcMp+9Vuwg9XnseD4ti6tbTDFj+Z4Q60n/9d5eW0/cwdv0JHM+GaM0HCw7S46c/OHU1jllm//c/WLXKzIOfMQNKlzYZbZ9/HvLmNVnpHXfkAwJMB/9y9BcTHRcD+/fvT44cOThy5AgffvhhtPuLFC9t/BbEkaMU1HtVC/Nszoxcvx9I0+928euj5q55VDabufAGZurcwIERLrw1atQIb/vJv9aaBw8eJG37REol8R5fuV6EJvbj/qZh8HfUJLFNS+XF2yP8ov2F2368N/93Ko3dQv+fjzAh8sg6m82cz3fpAunTmwt0b75pjtGRKKV47rnnwqrDBAUFMXz48IT+liIZSojO+xagVzTbegKux3ykdvnKwlMvw8Mb8OfSKJvzP5meF5/KzP2AYHaduvHon5MtW/jwuQ4dTD1YV83Jl4/169eTLVs21qxZQ+fOnSVztHAl9cfzn8tg1uvw71bT+X7hDXh3l8lXka8sVP4E6o6Gjr9C1mdM5/67ijCxBEx8CXxHwa0zkD67mR7jcGQxLO0ED29G+9GO4fQf1XiOaW1L4e1hYcGec7zz/V7GrjtOl7n7qTdpO7tP3yCjtxUPi8KiwKrM358PXuS1L7fSasYehq46Gvtw+sqVTX1oMENtV66EkydNVlubDTw9TVY9MHPkixQxQ3OjGWZvs9kYOXIka9euxcfHh2nTpjFlypR4/McXKUjq/y2Ip1IFstK7TlFWf/AqjUrm4WFgCF1+OED/n48weUsc5rQmlP79oUQJuHEDRo6MUBrSZrOxZcsWGjZsCMDYsWPZunVr0rRLpGQS74+iaD2oPhDQsLg9/NI3Svm4BZ3NRft5ncoxtGExCmXPwH93/Fmw5xyTNp+KmkPDZoOpU81d96xZTfLZN95wmYC2WrVq+Pj4YLGY7twvv/xCv3795Pw+lUuIzvtAoKNSapVS6h2lVC3735VARyBt1i1RCsp2Nct7pricD1OneAIMnQdTJkopuHoVataMdvjrCy+8wNq1a0mfPj1z5syhdevWjB49WobZCGepP56v/AmOe9rKAnleBq8MUffL8wp03QaFqkKIv6ntClCoGrT5GXqdgPa/QPVBUL47eKY3Hfhvy8POSbFmra9eNBdzOpTFx8PCjlPX+db3H349ZubRtqtQkB19qvNTVxuf1CrCom42tvauRqty+bEo2HnqOrN2nuHNKbuYuvWfCHfuowgMNHPpwPxOvPuuSYiza5epDz9yJCxZAvXqwd27ZipO8eLmbzS/DaVLl2baNHPH4YMPPmB7NBcNRYqW+n8LHpGPp5Uv3ypJ7zpFAFiw5xxfrD+RdInsrFaoXTt83d8f+vUznXlMB37FihV89NFHBAUF0aRJE06edDkiWggHifdHVakXPFMFgv1gz3cu6793r/Ysrz6bnXcqFGRjzyo0K5U3bHtAUCi/nXZxE69MGXMXPkcOMw2uYkUYMiTCcdkxIm7EiBEMHjwYq9XK559/TteuXQmJLteNSPEeu/OutT4BlAFuA58Dq+1/7wBlo5tDkyYUbwrpn4TLh+H8niibHZ33FYcusnj/efb+e5Mtx6+y6tAlxvzyFx8uPMjef+NwV37XrvDlwEBztS4a5cqVY9myZVitVhYsWMCAAQMkqY0Ikybi+fk6YPU25V6sznVbXfDJDAUrE/ZTqazwTCUoXN3Mj89XFir3gjqjoNsOyFce7l+BDYPiNBe+fKEnebN0vgjPtatQkCENi/FEeq8Iie/yZk3PyMYv0blSobB9QzWM/uU4Vb7YwtSt/+D791UmbzkVsQNRtaqZQ2e1miH0bdqAh33EgM1mTvqbNjVD7JctMycKx4+bO/CVK0f7e9KmTRt69OhBcHAwzZo14/z5ONSzFSlGmvgteAxKKd6r+iyNX3k67LloT8ITQ+T671u3mjw4n30Gv/4Ko0czvlkz6tWrx82bN6lfvz43b0Y/KkikbRLvj0Epk8TOIThq/XdnFovi7bL58bKaUW8aeDZnRtc7v/yyie3s2eGPP2Do0ChZ6B3VYYYOHcry5cvx8fFh+vTp1KpVi+HDh8v5fSqUEHfe0Vr/o7Vuo7V+SmvtZf/bRmt9OiHeP8Xy9IFS7cyyi7Jx9/yCUJjMtZ8uOUzzqbtpP3sfHyw8yHdbT7Py0CVaTPuN/WdiOeBWrRrxIP7UU9HuClC7dm2aNm0KmDlxAQEBktRGhEn18ewo9VJ9ALyz0qzH5JlK4OHo7HtF39l/sjC0XwvPhieMItgf9s+K8e0bvfI03h6mLryPp4V6JfLEuP9rL+bGx9OCVYGHRZErkzcXbvkx+pfjtJu1jy/W/01L56y2Nhts2mRKz2zaZNbtDpy5ydh1x82+SpkOwXvvhQ+lDw42CXT2RL34CGZIbo0aNbh69Srly5eX35FUJtX/FkTn4DzY8FmcykW2Ll8AT6eT8Axe1phfkFAcpSFHjYLp082d+Hv3TC6L2rVhwACstWrx08cfU6JECU6cOEGzZs0IfITSkSJtSLPxnhAKVwerp30lFPKUinH3UgWysrCLjefsnfaff78Y/c4vvADvvBO+7u8f7UX1+vXrs379etKnT8/mzZsZPHgw1atXlw58KvPYnXelVEWl1Jhotn1ur9ucdpXuaE76j62AuxGzRf/2b8ROeZ4nfKj8fA6ezxV+BS5Uw6i1f8U8f8Vxcl7BfuXP+U58ND7++GM87HffQkNDKViwYNy+j0jV0kw85ysLlT6JvePu2PedlXHr7FusUOVT09l3OLQAlr8HfrddvsQxJ+6TWkWY36k8pQpkjbE5jsR3PWsV4aeuNnb3q8GsdmV4Jnv40P+A4FB+OfJf+Iscd9idOu4bj13hzam7+db3H96csotZO/41vzO1a5uLgVar6cRfu2Z+W/r0MScNTjw8POjVqxdKKS5dukSNGjX49ddfESlfmvktiGzbF7CiO+ycCLPqwtmYT3pLFcjKj11slHsmGwBfbTrJhVtJVNHFEdedOpmykNu3QyH7yBytISCADPv2sXr1anLnzs2WLVuoWLEiu+JwjiDSljQb7wklX1l4Zw1kto/EieHOu0OpAlmZ27EsGbysrDt6Oebyk02bmtLQYGI7f/5od61cuTIdOnQIW/f39+f7711XvhIpU0Lcee8PbItmmy9pfZ5MlqfhhQYuy8aVL/Qk3vY7aD6eFr5++3/M7VCW0U1K4ONp7sQB/H7uNpM2nYr5c2w2mDnTLM+fD3fuxLK7DV9fX4oVKwaYkhMypE4g8exavDv7q81c+LJdwMMH/phvnwv/dax14ePCeX+LRVGtaE7Gvfky3k6lrBbsPcf2k9dcvn77yWt8uPAgjqnyoRqGrj5Gw292sjZjQUI2bDR36jdvhk8/NTuNHWtK0HXvHmHI3sGDB8Oy3YaGhtK2bVsuXLgQp+8hkrW091tw4x/YOjZ8PTQYlrQ3JSVjUMpykoUv7KJDgWvcehhEt3kH8A9yw3zTV1+FefNMIkowJ/kVKpAvXz5G2BNX7t+/n6pVq8qdOBFZ2ov3hJa/HLw52yzv/gZuxz6V7Kks6ejx2vMADF5xFL/AaH43bDZzt710abM+YUK0JeQAWrZsiY/TiNyZM2cyfPhwmQefSiRE570ksC6abRuBmMeOpAWOsnG7J8O/4VfjnO+gOd9xczz/Sa0i9K79PBYFX248wQ+7z8T8OUWLmnrNDx+aA3gsKlasyJ49e3j55Zc5deqUlJATIPGcMBxz4V//wsyFz1sW7v0HGwba58I3jNOQ3Phw3MH/uMZzlC2YlYeBIbSbtY85u86EjdwJCdVM+PVv2n6/l4dBIVgUWOzD7zP7eHDk4h3em/87r27zo2ve19hb4CXTad+501zpP3sWvv3WTNWxn/xXrVoVb29vrFYrSimuXLmCzWbjzz//TNDvJ5JcSdLSb0GQHyx6B0ICTSJLZQGUidtpVU3cOpd9fXgTTvwKy9+F72tj2TycQTf6UDfLOf68eJcBP//pnozPjpF4OXOazvtvvwFw9erVsIzUQUFBYQknhbArSVqK98SSr6zJdxXsDxuHxOkl7SoU5IWnMnPhlh9fb44htYBjqkzBgqZ6zMiRMexqY/PmzYwYMYJ37EPuBw8eTJ06dbhyJYY7/CJFSIjOe2bAK5ptnkCmBPiMlM1xEhD0EOY1cZmFMvIdN8fz71V7jlGNXwJg8MqjrDwUceh9FN3sFwq++85lhvvIMmTIwMqVK8mZMyebNm2iZ8+e8fpqItWReE5o2Z+DDuvg2dfCnwv2j9OwuvgqVSArH7/2PD92sdG9WmFCQjWfrTxK1x8O8Pkvf/HGNzuYtNmM4ulR8/mwbPY/dbWxd0BNhr9RjByZvPjvjj/rj17hram/sXjfeShfHjp2DJ8LHxgIX38NhGe7HT58OL/88guvvvoqFy5c4NVXX2XLli0J/h1FkklbvwW/9DFlIbMVgtbLTPmnNsvN6JnQEDNi5utSMKUyTHgRxj4DC96EPxaADgU0KjiAoSVukM7TytLfL/DDb2fd810qVQq/gD9iBFy+HHaRzTFKZvHixZw4ccI97RPJUdqK98RUc4gZcffnEji/L9bdPawWRjYujlIwbdtpTl65F/3OmTLBLHsenREj4MCBaHe12WwMGDCA2bNns27dOnLkyMHGjRt58cUX6dy5s4y+ScESovN+HKgVzbZa9u1p29kd4cshQfE+aW9RNj+96xRBa+jx40F6Lf4j+nI0jRpBrlxw9Ki5WxYH+fPn5+eff8bLy4tvvvmG3r17Swm5tEviOTFYrFClt0l4B4C2X9SLxfm9sZacc/lxFsWntYvyVYuSeFgVvx67wpStp/nz0l2ypPNkfsdyfFTzOcoUzBZ28dDH00obW0Ha2gqiwltJ76WHGb76GH5Vqpm58I4O/KJFsHYtEJ7ttnbt2mzYsIGmTZty584d6tSpw7Bhw+T3JGVKO78Fh36E3+eY6hPN50LhamaaTOGqZvRMh/WQJR/cvQCXD8HdiyaW89vgpTfBP9yVAAAAjZtJREFU4khUpcl5dRdfNC4KwNCVR+mz9FDS1X939tpr0KAB3L8P/ftHKClVuXJlHjx4QIMGDbh9+3bSt00kR2kn3hPbE/nB1t0sr+8Xpxtp/8uflbfL5ic4VDNgeSyjdqpWhY8/hpAQaNs2Si4aV2rVqsUff/xByZIluXnzJjNmzJDpMylYQnTevwSmKqWaKGXORpVSFqVUE2AKMCEBPiNlK1gJPJxO2vNXiHF3V96tUpiGLz9FiIYlBy7y9vRo6sl6eZk7ZGDuvsdRhQoVwobRffHFFwwcOFBKyKVNEs+JJV9ZaLcGCtcw69u/NHNso3NuD8x6PU4l56LzRsmnaRGpFF2rcvmp8Gz2aF9ToXD2sFwcVnvijZk7/qXm7iBWjJvL7g49uNGwqTlxaNrUlLFx4uPjw6JFi0yN6cBAfv/sM+73708/OVFIadLGb8HV47C6h1l+/QvI/VLUffKXg/+1BcdlLWWByp+aETVNZ5gqE6U7gFcGOLuT+sc+oUnxbIRo+GnfBZp9t4vu8w/g+/dV/INCOL5vI7vn9Of4vo2J+93Gjzfz32fPhv37sdls9O/fnzVr1oRloG/RooXMgxWQVuI9qbzaAzLkhAv74M+lcXpJn9pFeTKDF3v/vcl783+P+aLfqFFQpAgcOwaDBsXp/fPkyUOzZs3CRt8EBgYyfvz4OL1WJC8JUed9ATAWmAP4K6UuAf7AbGAM8NPjfkaKl68stF0FPk+YdUv8S8kopSiSO3zUUmBwKLv+ue565y5dzN2xJUtMpug4euedd6hUyZTBCg0NJTAwUEo/pTESz4ksX1lovRSK1oeAO7CoLQS6yEwd+ADW9IBQew6KYH+T/foR5tA2/l/eCKXoaryQK3yjizv7zrk4FnW1sfL9Vyn+dGYu3vbjo3PpeDt7dSoU78C1t+1X/OvXh70RLyxY7t5lYoECXPH2ZjkwAlgfGMgpyXibYqSJ34KA+yYGgx5CiRb2Dno0ClU1Q2GV1dyhL1Q1fFu+slD/S2i/DtJnh1Mb6XmtPxnwA8wIljVHLvPurO2MG/oRhVe/SdnT31Jg9duJ24F/7jlzh07r8L9AxowZWbFiBdmzZ2f9+vX07t078dogUoQ0Ee9JyTuTmXoD8Etf8B0T6wX4LOk9aVXOZJH/5c/L0d+kA0iXDubMAYsFxo0zpeRWrzYjbUJDzT67d8Po0RESzFavXh0fH5+wDvzSpUuZPHny431XkeQSqs77BOBpoCHQC2gAvArkBSTtMJgr9y+3MMsnossJErPyhbLj45RN+uaDaOq1FigAr79u5qU65sbE0ejRo7FazcWFkJAQKSGXBkk8JzKloNG3kK0wXPkT1vSM2Cm/dQZm1oYrRyO+7vga+KFRnDLYOou2FN35vTC7nrmz/30d2DwSrp+C0FBKWU7S3WMFpSwneSlvFpa/V5FqRXKEvWdAiGbBO32hZUtzslCzJnz0kZln260bPP009OxJjoAANOZ+pTfw9sKFMHEiPHgQ//9uIsml6t8CrU3H/frf8EQBqD8hfEqIK3EpGflUCXMXPtNT5L3zOz97D2aMxzTGeM5gU7YxHPbpwkCPH/BUoViVxosgbh3bnHjfEWDgQJO8budO+Cm8/1WwYEGWLl2Kh4cHEyZMoFmzZjIyJo1L1fHuDq+0hqyF4OE18B0Fc+rH2oH39gw/xw8MDmXFHzHUfy9XDtq0Mctz55ppMpkymTKv6dKZEq8DBkCNGmEdeMf0mZEjR/LBBx8A8P777zN27NjoPkUkQwnSeQfQWt8FDgA5gNHAQaA08FFCfUaK93xt8/fvR+u8lyqQlfmdy9PkFVNH8qd957l428/1zu++a/5OnRp+FS4yF1flKlasyJYtW3j+eVO6onfv3pw966akO8JtJJ4TmU8WeGseeKaHQwvhgP0i22lfk9n6yhHTuW8yA2oMhmoDIF02s/1bG2wYAtviPhfeZWLMv1abzNpgSlluGwvflILP88L3tWHTcDNsf/sEPC7tp2cZHyp5/MV71hX8T51g88kbBMyYacpT3bsHkyaZE4mpU03Fixo14PPPCfXyJBQIBTwePIAePcwFxs6d4bPPIvz+iOQnVf4WPLhu/h//Z5NZv3856sUyV+JSMjJHEWj/C2TMxfPqIm95+PKWdTOFHx7CkxAeZCpEiDYXCRSarM9XTIAvFIPMmc0QWzBlHx+Gj/SpXLkyn3zyCWDuwL366qv07t2ba/EYsSdSl1QZ7+5iscIzr4avBweY0pMHZoO/63LO5Qtlx8epA//z7xc4EVMCu2efjbju4WH+OubBa22WnUbROnLUTJo0iSlTpqCUok+fPnTo0IFRo0bJRbwU4LE770opT6VUU6XUKuAi0BX4GbgDNNdaL37cz0g1CrwKXhnh6lG4fe6R3qJUgaxMeKskdYvn5mFgCJ+tiCaxRZ06prTT6dOwYUPEbQ8emKvxlSubv05X5QAqVarEwYMHw7JGv/baa1y9evWR2itSFonnJJTrRWjwlVle+ynMrAVzG4HfLXiuFnTeDCXeNJ2FKr2h+x4z3D7wHuz8EjYPM53rYyvj/9mhofCv01x1iwcUqAgZc5sh+/bs2YQGwaahMPM1XlpSiR88hvOp50/86D0C68V9fLz0KKE1X4v43uXKmXl4GzZAsatYWntCdW8C26bn0yct3H7hBbhxA2bMgGHDIpSdE8lHqv0t+GczfFcBzu8Jfy4kOGGrP2R7Bl5+2+kJBS81hz7/kuGTgxytNZ9r+gksCoL/+iXhPjc67drBK6/AhQvQsGGEeMuSJUvYENrQ0FC++OILnnrqKerUqcPAgQMZPHiwnMynAak23t3tlTZmmo0jX8adC7DqIxj3vDne/9LX9bS1157nlfxPcC8ghNYz9nDmejSj1WrUMHfZHXfbt22D4GBz/PX2NvtobS6wu9C1a1fmzp2LUopZs2ZJvqsUIiHuvF8BpgJ/A+W11i9qrYcDAfF5E6VUNqXUz0qpB0qps0qpltHsp5RSI5RSF5VSd5RSvkqpYo//NZKAhxcUrm6WT6x/rLca0rAYmbw92PjXVdYfvRx1B6vVzH2H8LJxv/1m7nblzm3qQwYHm5N4f39YF3E0QPr06Vn1f/bOMjyqowvA76zEAyTBISGQ4E4gJGhwt/IBpUCLQ0u9pRQrFG1LKTVKoYVC0RYp7hI0uLu7O4HY7s73YzYGCQ5JYN7nuU92586dPXc35957Zo7Mm0fx4sU5cuQItWrV4tatpGcKNa8Uz0WfNY9JseZQsCHYLHZjQkLxt6DlNHDOkLivW2a1Wl/4jfg2Wwz82wZ+LgXzP4W1Pyj390etyG/5Ay7sBMf0anKg3SLl7vvZQWgx2Z4VX6j4Xp9gyBGg+qpWHLDQy3EaS/aeZ5QpN9LZWcXeOTvDiBHgnxvbf11g658IbxOGio44+prIWjELBa9fJ6J163hZoqPhvfeUQa9JTbxa1wJLNCztAxObQPgllZguLobdQSWWfZ4UqAcmZzW+yQkCO4Gz8nwpVr4eR2uMxSINFDo1iasH1z1isGfEaFT3flA14CtVUn+BkJAQnJycMBqNODg4EBQUhBCCJUuWMHjwYAYOHEiVKlX0w/yrz6ul76kF70BoOx+q9YU2c6Dx7+paY4mE46tg06gHEtIG5PLgw2p5mdopiKA8nly+E0WrPzcl7WkbHKx0eeBA9Tc4WOl79eqwahW8YX9eGD482Uny1q1b89ZbyuSSUhIZGckK+/VBkzp5Hsb7biADUBYoI4TweHj3ZBkJRANZgFbAqGSM8mZAe6Ai4AmEAROf8jNfPvnrqL+Hnm22PUs6J76onR+AfnP3cTsy5sFOHTooJZ47F/LkUUr9558qRrVo0Xj3Ginht99g3rxEh2fIkIElS5bg7+/Pzp07qVy5MgMGDNA38Veb56XPmsclUXZrA2T0Tz6ppRAQ9K4yBhAq67XZBa4fg61j1Sr5mu9gfN3kDfirR2FZP/W68Ujllh/rBiwEFKyvsuJX66uyabdfrLwAWs9Qxoh9BaE0BxnvOIzRdxyZMOBPpP3h4U5eby79Uh3D7n+IlGZipBEp1dBdi0RRwesafY8fVwZ/bIzxzp1QqJBKsqlJLbw614I9s+CnorDhF2VMV+kNnVfDO/MeHsP+LDwiRj64QnWWZWiOQUhiZr6nXGpfJDdvxuubxQKNGsFvvxFcujQrVqxg4MCBhIaGEhYWxsWLF2nSpEncoVFRUcyfP//FyqdJaV4dfU9txIbb+IVAiZbKmC/3Yfx+S1SSnj9OZiN/vlOGkj4ZOHczgqa/ree7xQcfTGIXHAw9e6q/97fPnAnvv68myd94A84lHUPfrVs3HO0r9VJK5syZw+3bt5/lrDUvkOeRbT4E8AOWohJcXLS73bgC5occGocQwhVoCvSVUoZLKdcBc4E2SXTPDayTUh6XUlqBSUChZz2Pl4Z/DUAoRY0Kf6ah3iqbixLeGbh0O4rvlxx6sMOJE+qvlHDyJHh4wOefK5fW3buVe83HH0PhwnD1qnKne+stVbvZHgufJUsWli1bRsaMGdm1axf9+vXTLjWvMM9DnzVPSJ6QBCt0jo9eAfQOVEZHtb6q/vSXZ6DD8sTZr60xsHLgg9nprRb4rwtYIlR27YINkv+M+2N7Y42Ran2h7vfg7EklsYv/HPsx4do9WniFMHj/acJ/qUSW23s4J73oZB5Ky5iv+MXSmE3W/LgaLUxv5kI+z+3MbFKO49Xyc+rLLmol8PJlaNZMudH36aNd6VOYV+ZasG4EzGwHdy4CAuoNV2EoBuPjxbA/C48Yv3iboRyX2ckWc4rjM/u9GBliCQkBJyflIWMwqPC5bt2gUCGCV66kp5TEPvp7eXnRvXt3nJ2d4w5fsGABMTFJLBJoXgleGX1PKxRsoO73AEg1CZ8Ebo4mxrcLxNfLhYu3o/gt9BitHpaFPil++AGqVIGLF6FxY4h4cAU/ODiYVatW0a1bNzw8PNi6dSuVKlXiwoULT35umhfO88o2f0pKOVBKmReoBlxA5SfaJYR4nBSG+QCrlPJwgrZdQFIr79MAfyFEPiGEGXgHSDYDnBCisxBiqxBi67Zt2x73lF4cbpkgZ2mVKOr4qmcaymgQDH2jKCaDYOLGU2w/fZ8yJyzzZjDAp5/CsGFQsKBqCw5WLq67dqkM0C4uMHUq1KuXKBbe19eXVq1axQ0VFRWlS8i9wjwHfdY8CY+TxTqpY2KNAqMJvMuo1cQEK+OcWAMz2kNMghv1+h/h3FZIlwPqfPt0slb8TLkAd14FmQvjJ84z36EXH579nM9OdyObuMZhh4IcazSP8b060rPLO1wv+wV9MnxH35i2REkznQMceMN/Cz7lzpPJOI09X7RW3j/Ozqpu/ODBULWqNuBTmFfiWhCeIF+LMEDE9ZST5T6yZ/Rkf5nB2KTA58BoIk5tf3EfFuteO2gQrF2rVuTy5YOjR9X9vnfvRDoXm5W6Z8+ecZP3n3zyyYuTT5PivBL6nlbwDoR35kOeKur9xlFJl40F0jubqVcsW9z7SIuNjcefIMzMbIZ//wVfX9i6VYXUJpErKzg4mF9//ZWtW7eSN29edu3aRXBwMAcPHnySM9O8BJ5btvlYpJTrpJSdgazAB0DRRxwC4IZKipGQW4B7En0vAGtRcTkRKDf6ZO8oUsoxUsrSUsrSAQEBjyHKSyBfbfX3KUvGJaRgtnR0rJgHKaHL31vZfCKBQoeEgIODcp13dFTGeFIYjarM05494Oen2mw25WZjN9JbtGiB2Wy277Lhf3+GS80ryVPqs+ZJeR4rgAlXxmsOBgd32DcLxteHO5fg4h4I/Ub1bfTrgzH1T4qHL3RYytn0pXAVUVQw7sNJxHDYPYh8X6ymUqnCGA2CgFwe9G9YmMWfVCZP3Y95Uw7ims0dgwCTAAcjrJv9Bydq1wZ76RpA5eL4779nk1Hz3Eiz14LCTdQK14uKbX9G6tRtwnznBpiwcWtaZ+U186KIda8tV0650O7dq1biYomMhP79lVs96mF+yJAhzJ8/HwcHB0aOHMm4ceNenHyaVEOa1fe0hHcgtJoOmQvDzVOqnFwyVC2QBccEpaLvRj3hdSJjRhVC6+qqSrpWr554gS8BefLkYcOGDZQtW5ZTp04RGBhI165dtcdtKuK5G++xSCkjpZRTpZR1HqN7OJDuvrZ0QFLpEfsBZQBvwAn4GlgphEja5yQ1Eme8L02+jNsTUClvRgRwJTyaVn9sinenSSqRxcPIk0fVhY+NixNCTQCgbuKhoaEUKVIEgGHDhhEdnUydec0rxxPqsyaliJ0EKPc+dFgK6X3USvuo8iqzrS0GynSKT5z5rDi6IfyqYrNP4lulwDVvxQTugPEYDYJ25XPzyydv09f4UVy5LCOSjVcc8fPz45PVq4kxmYhbE/j7b7Uy+DCSKHmpeXGkuWtB7ArXi4ptf0aMBoFfi285IzORNeIIZ4dX5OycAer54OR6OL8D9syA0G8fuzTkY2M2wxdfKI+X2Pv+0qXqWWH//rhuZcuWZdSoUQC8++67bNq0KanRNK8gaU7f0xpGMzT6RXkFhY2Ec0l73wTk8mBKpyDqFMkKwJ/rTrL33BMmkS5aFHr1Uq9XrlSu9P/7n8o5cx8ZM2Zk5cqVlC9fnjt37jB69GhCQkK0AZ9KeGHG+xNyGDAJIfImaCsOJFV4tTjwj5TyrJTSIqUcD3iQluLesxSG9N5w97K6MT8jO87cjHsdY5NsPH41fmdyiSySo2JFmDBBudlbLGr13U65cuVYu3YtPj4+bNmyha+++uqZZddoNC+ILIWg0wrIVBDuXYF7VwGRfJz7U5KjZC0wOWHDiDA5kqNkzYf2z+nhQod3OtAmpidnbJkQAoYVPUH+TA78uGkTlSwWBgB7hIBLl1Q8/IEDDw504oRKylm+vHL5va/kpUYTx4uObX9GCufOzsZMLQDIee8AOXcMhynNVOLJMSEws4NalRtf//kb8LGT/IMHw08/qRKzW7eq0nLvvafaw8Jo//bb9HrnHYpHR7OkalW2lCjBnjFjnq8smleC16J61PMkRwAEvadKtM79MFnvm4BcHoxqHUDLQG+iLTbem7ydWxHJr8BvO3WDkauOJo6PF0I938cyc6bS9YAA+Owz+OqruPuoi4sLderUiSslGR0dTc+ePbFarc9+zppnIlUY71LKu8AsYIAQwlUIUR5oRNJZ5LcAzYQQWYQQBiFEG1QyjUcsz6QihIB8tdTrw89e4zUojxeO5vifMr2zw7MN2KaNioED6NgR7sXH4WTIkIEpU6ZgMBj47rvvdDkJjSY145ZZuQ3HIoRaiX+eeAdiaDsPQ7XeGNrOeywDKcDXk886d6Jv9jFsseUjs/EOWz7ORbsm1dgI9AeCpeS4jw9cuACVK8PEifD11+rhompV5Sk0bpyK3ZNSJeFZ8mwlODWalCKbqy3OG8Um4bgtK4ccihDhmCnOE0Vao2Dn5Of/4bGT/B9+qMLnOnVSE/ejRqlngXLlwGxm8IQJbAa+unePMrt2UaBLF23Aa5Li9age9Typ0gsy5IJLe2DDzw/t2q9BYQpnT8fp6/f4fPou5H3x61EWK8OWHOR/v29g2JJDiRPchYSoMNrYcNqmTVUy6+3bVWK7gQMT5b6oWrUqTk5OGOwG/+rVq2ncuLHORJ/CpArj3c57gDNwGZgKvCul3CeE8BFChAshfOz9vkUls9sJ3ETFuzeVUt586RI/C/nsHkjPIe49IJcHkzuqepAAW04+h4Q8vXtDkSLKZbVf4iy45cuX56uvvkJKSZs2bbhy5cqzf55Go3kx+FWJz2ZvfIxs9k/DU6xsBvh6Mr5rVbaV/4Nttry4RV1keMBp8mZyAuAuUCM6mrsVKsCVK/D22yoed+BAVb/WyQlq1lSuv7FMnAjHjj3fc9NoXgIZi1QjGjMWaSAKB76wdKXW7V60ut2NSOmATapUlLYdk5VL/cPYPxcW93y6Vfp06WDMGGjb9sF9WbJwy82N2GA/M2Dp1YuoKF0KXKN4rapHPU8cXKHBT+r1qqGwuFey+utkNjKqVQDpnEws23+JMWuOA3AtPIqfVxyh/DerGLnqWFxOukiLjdBD9sSdCcNpV61S5VnPn4cWLeI/IDJS7SM+ceWgQYP4+eef8fT0ZP78+QQHB3NM32tTjFRjvEspr0spG0spXaWUPlLKKfb201JKNynlafv7SCllNyllNillOillKSnls1vALxvfCmB2VUmkbp195uECcnnwfbPiCAGL9lzkWvgz3kwdHNSqlsGgZuM2J76I9O7dmwoVKnDhwgWaNGnCkCFDdCyMRpMaeZps9i+RrrVKsDvkT3ba/PCIucSm97MwvXcDmtUux/GLF8l34AARvr6JD2rSRJW9WbJEZaf/5BPIlQuOH4cyZWDZshQ5F4DQ0FD69u3Lhg0bErWHhYUxdOhQfZ3UJEmBMtU5VX8qW/K8y6n6U/mjdzeGNCnK5QzFaRXdi+GW5iy1lMJgi4FpLWHvzAcHubALxjeAf9vAxt+ezc2+c2cVC280qomyNWvg4kVODx9OJGABJFDy2jWGZ8/OjBkzHlgB1LyWvJDqUamuctSLwK8K5K2pctNsHAnj68HppPNL+Hi5MLx5CQC+XXyQOj+uIWjoCn5Ydpir4VHk8nLBZBBx/efuPM+VO3a74P5wWicnlbTaySn+A87G2yXBwcH07NmTDz74gM2bN1OoUCH2799PyZIl6dChg76npQCpxnh/7TA7KUUFOHyfq6eUsGMS/PsOnFj72EPm9HChSv7MRFttTN/27BMClCmjYmBsNmjfHhLMrptMJiZPnoybmxvr16+nT58+uv67RpNaSeUxv+2qlmB/tfEctWXDw3aDpsbVTAg8zLutG3D+2jUanD+P1WjEJgRWR0fo3h3Sp1cHBwerCcZdu6BBA7hxA2Iz1w8Z8tLi4CMjI3n33XepUqUKgwYNonz58mTLlo3y5ctTpUoVKlWqpK+TmodSoEx1gt8ZQoEy1fFwdeCtsj789GZJ9hkLMNLamM6Wz/jTWh9sFpjRAbaNV88LJ9bCxDdgdCU4uSZuPGmNgiNPOZGVcIVu5UqVDwco2rkzx0aPZm3NmmysXh2AXtevs7xZM4oXL857772n/79fb15I9ahUWTnqRZCtePxrazTM6gTnkp6sqFEoC41L5MAm4cDFO8RYpUps17EsoZ+H8E+XYN6t7EeODE6cun6PFmPCuHDrwRrvgNL3lSvhnXfU+z/+eGDRDsDPz4+wsDDKly9P4Tt3yDxuHF9UrMiaNWse6Kt5cWjjPSWJi3u3TzRePwGrv4MRRWBON9g/GyY0UC5wj0nrIBVdMGXTaWy25zAL/vXXkDcv7NsH776bKKuzj48PjRo1AkBKSUREBHPnPr6sGo1GE8tblYtx0LMqUqrQfEeiaV21MO3atWNFdDQVrFZ6S0mIxcKsCxceHCB9epg9G/r2VROOv/6q4nVfcCI7KSVz5syhcOHC/P7774n2Xbx4kQ0bNhAaGorFYsFmsxEREcGAAQO4desJMwVrXktis0x/Uj0vlfJmYlBMS76LaQ5ImPcRfJ8XJtSHYyuQZlfO5qhDpDQrPQJuH16XZE3nxyKZhLdFO3emypIlBC9bhvVnFZ/7G1Bszx5GjRr17FmpdQWJtMzrVT3qeZO3JpicUNqLKiH3R1WY3g72zYa1wxN50/hldo3tiUFA1QKZKeefESFUmdYedQow5/0KFMyWjuNX7tJ8dBhnriddT57gYBg/Hj7+WCWsbtkSkohtT5cuHd38/FgLDAaWWK1837QpB5JKLKt5IZhSWoDXmrx24/3oChgZBFeS+seXaubN7AJ5qz9yyMr5MpMjgzOnr99j7dGrVM6XKdm+G45eZceZmwTl8SIgl0fSnZyd4c8/VcKov/5SbvSOjnGl57p168aMGTPiYt5+//13KleuTO3atR8pq0aj0STEv/wbRM//BwdpQQBu6TMwduwQTp48yapVq9gIYLWyrmlTfH19qVKlCjlz5kQIQe3atQkODoYBA5T7/OTJymiJilL1bO0GSFhYGKGhoYSEhKj+jyC5/mFhYfz777+sX7+eLVu2AODr68uFCxewWCw4ODgwYcIEsmTJQmhoKIMGDSImRmUGXrx4MTlz5qRTp05UqFCBQ4cOxY0vpSQ8PJxVq1YRGhpKs2bNHktOzatLQC4PAnJ5IKXk77BTDJxvIIMlnM6mhXD3ChJY716Hvnebc+KYI6VEWWobN9PauJx0FzfAzilQstULkc34wQcQEYGhRw/GA3WAv6OjmTdqFMGZMqn42U2bYMcOVVu+6iPKVM6ereJvY2LUs8bKlY9fLUeTGoirHiWlPGJve2T1KPv78UKIH1Fx7885s2oawTsQ3pkHJ9dCthJwYg1sHAX7ZqkNoYx7ewhcOb+MjDQfJcZiw2wyEJTH64EhM7o5MrVTWd4Zt5ldZ2/R6Nf1NCmVg7pFsyX97P/NN+qeuXOnWrSbNCm+lCTA3Lk0mzEjzoB0BoKuXqVUqVJ89913dOvWLS7BnebFIF6nGKX+/fvL/v37p7QY8ZzZDGNrQmwuWaMTFG4EWYvDyoHKZQapykcgIORLqPRF4jIPSTBy1VGGLTlEjUJZ+OPt0kn26fXfHqZsOg2Ao8nAlE5ByRvwAEFB6gYMKgZu4EA1I496iJ03bx7Lli1j61Z1ve3evTuDBw/GnDCZlOalIIT4WkrZP6XlSElSna5rHpsDm5cTseRrSll3c1V44PD+RvYdPkHVqlWJtpeudHFxITw8HACH7AVw8imK9cIBlkz+nfLly6sVu8qVlQEAajXhnXcYNWoUH3zwAVarFZPJxJdffknt2rXx8/Pj+PHjrFq1iqJFi5I5c2bOnj3L2rVr+e2337BarRgMBurXr0/mzJm5cOECixYtiiuZ4+bmxuDBg3n33XfZunVrssb+qlWrcHJyYsGCBaxcuTLReQshcHV15d69e9hstrh2Z2dnVqxYkaQBr3Vd8brp+7ZT19kwvjfv2aZiFBKLNPCDpRm/WRvh4WLmVkQMNglvGNbwg8PvKr9O17Xg5ffCZLpcvz6ZFyx4dMdcuaBCBShVSuXWOXECXF1VjO3q1WriLSFffaU8ADVpRt+FENNQD7YdgRLAQqCclHLfff36ATVQCe6uoDLT/w7keFgS6tdN37l5Bqa1gou71HthgKp9VCgcqiTcxuPXHr4QB9yJjKH572EcuKicIIwGwYgWxWlYPMeDnQ8dUjp6754qH/322yok7aOPVGJYQAoBUiKA6y4uFL93j7NAmTJlqFatGg0bNtQTz8/AQ/VdSvnabP369ZOpijXfS9k/g5T90knZL4OUq4bG7zu9Se0/GSZl6LdS9kuv+o2pKuWKgWp/Mly+HSn9ey2Qub+cL8/duPfA/kkbT8pcPeYn2lqOCZMR0ZbkZZ0/P7Ygk5ROTlJu2PBAF6vVKgcPHiyNRqMEZKFChWT37t3lhiT6al4cQH+ZCvQtJbdUp+uaJyL8XoTcMyBIyn7p5PahNWVMjEVu2LBBDhkyRG7YsEFaLBa5detWWa7Fe9Ln89nSp/sc6f3pTJmzREW5aZP92rh+vZQBAVKCvJctm6xfvrxEPVA+100IIXv37v3E57ht2zZZvHjxJMc0m81xr41GoxwyZEiSY2hdf331feK//8p7X2WUMV9lkPe+yii/GTNeHr8SLm02m9x84poMHLxM5uoxT+79+X/q2WF0ZSljop7Ph8c+nyR8Dhk8WNqEkPblBnkL5GkHB2nNlEnGPTs8zubiIqXBEP++RAkp7z34HPM6klb0HVX2bTaqaMhp4C17uw/Krd7H/t4JVVbuAnAb2A7UftT4r6O+y9ObpPzaU+ly//TKNngKRiw79MDzf9txm+Taw1ekzWZL3HnsWBn3zN+4sZReXuq9s7OUI0ZIuW6dlL17S5k3r5QgwzNnlsXc3ePuXSaTSU6cOPGZT/115WH6rv0aUhLfiqp0kzCCyRH8EriTxSaYyhUElb+A1jPBwV3VaF4zTMW4JZNFNpO7I7UKZ8UmYdrm04n2LdpzgT6z9wIkykS54dg1qv+wmqX7LrLt5HVGrjoaXxcSoF49sCen4c03k3RjMxgM9OrVi9WrV5M5c2b279/PsGHDqFq1qk5go9FoHhtXZyc8357AbVwpGbmR5RMGxWW8DQ4O5vSNSKYdN3HbN4SuDgv53DyTAPNJbjtlpWzZsrRr147516/TpXBh9jk743zhAl3Wr8fd1RWTyYTBYMBkMlG9enXKlCmDU8Isu0D27Nlp1KgRTZs2xWw2YzAYMJvNdO/endGjR9OjRw/MZjNGoxEnJyfq1av3xOdYqlQpRo0ahZOTU9w4ixcvJjo6mtWrV+Ps7IzRaMTBwYGQkJDn9M1qXhUKBlanna0PI6zNaGfrQ/WaDcmd0RUhBGV8PRndpjRCCFpdaEGMuzec3wGhQ5Ie7MzmB2Jpk+X0JvirLqwYoHLyxB5TpQrCyUl55jk70yFHDnyio+lVsCAyNmu9szOMHQujR0Pgfckz69SBrVtVjO26dfD555Axo3LdjXWj16QJ5OtWPepl4B0IrWaCg5ua1rr+dGXaKubNhJPZgEGolXezUbDq0BVaj91Epe9W8eHUHfHP/u3aqTCXyEgVznLtGhQtqnTy44+hfHkYNEh55ZYti+vly6xBlRsAsFgstGnThkqVKjF16lTWrFmjK648J3TMe0oSW8Lp5FplyD8sE7R/NSjdHjbY60BaolQsTDLHtCqbi/m7LzBtyxk+qJYXs9HAhmNX+WjaTqSET2vko7x/RjYev0Z6JzOTNp3i4MU7dJ64jVib3sFkYHLHBO70ffvC8uWwaBFERyuXtyQoX748nTt3ZtCgQYDKwjx9+nTtPqPRaB6b7Lnycbjyd6Rb3Y0qp39m/MySnHLw49ilW3B8DU2MaxjkuAlHYUFK6GRawIch7zN+pzPjx49n/PjxACxBLefUBy5/9BE76td/wK09LCyMatWqER0djYODAzNmzEi0Lyk3+EaNGj1R7HxSBAcHs3LlygfGia2t+6zjpxaEEJ7AWKAmcBXoGftAn0TfPMDPQGUgChgnpfziZcmaVgjI5UH3jm+z8fg1uifhLlvCOwMtA32Ysuk0Ax0+5mvRHbFuBNy9CvnqgFM6ZQCcXKfKzkmbWkxoOz/5Z5GImzDvQ1XKCsASCcdDVf/Y7PShoYiQEAZ5erKsbFm+XbOGXG3a8G7BghASEj/xX7SoSiYZ+yzRty/EZhEPDlZb27ZQqRLMm6cq3kyY8MiwQY3mlcUvBOr9AP91huX9oGB9cEr/REME5PJgcsegODf73BldmbLpFGPXneDMjQjO3Ihg0d4LTOscrK4p5curvBOg4t5btIB8+RIP6uGhyrPWr0/6NWsIAyYJwXSDge2Ojqxdu5a1a9cSBFQBejo4MDQ0NM3f11ISHfOeljizWc10WyLV+7LvQZ2hSXaVUlJjxBqOXg5nVKtSeHu68OaYjYRHWXg7OBdfNyyMSJCAwmK1MWnjKYYsOki0RcVbGgV8WjM/3ar4xw6qbrj79sE//0Dz5smKGvswHBGhylJ4eHiwbt06ChUq9By+CM3DSCtxcS+SNK/rmjiOju2I/5npnLVl5KzMiL/hHBlFfOJiicrLKyVMsNZkmkdXTkzqzeGdKkeHEILxLVvy9tSp6oCFC1Upuft40kR2qYG0outCiKmo6jYdUDGwC0g6BtYBOIBypR0NWIF8UsrdDxtf63vS3LwXTdXhq7l+N5rQfDPxPZ1Ebfj7yVEGWv0LLp6J289th+ltVfbrhBSoD29OTnKoZcuWUadOHaxWK82aNeOTTz6J0y0pJbt+/50b//1Hxv/9j6KdOyctz6ZNysi/e1eVf/zpp8TJs14j0oq+v2hea32XEsbVhjMbIagb1E7Gm+YJ+XnFEUYsOxybgYuOFXPTp14hlT8m4SSbPVl1kty7pybo7AlcJYCbG+FmMzdu3SKHzYYAIoGvypVjyKpVOCSzCKh5uL7rKcy0RGwWyqJ2o3n7eLh+PMmuQghalVVl40aGHqXtX1sIj7JQr1g2+jVIbLgDmIwG2pbPzW9vlUo0RqLMlUKozJMAo0Y9VNTg4GB29O7NqsqVaVegADdu3CAkJIQ9e/Y82TlrNJrXGv82P3PRkIWchqsEGQ+SUdzhtjkThPSC5n8jTMrlXQhoblpN+qs7cGzwFR6BjcgQ3Bw332Lkff99lYVeSjXp2L37A2WoErrla54fQghXVEKqvlLKcCnlOmAu0CaJ7m2B81LKH6SUd+1utQ813DXJk8HFgZ51CgCw8IyZREs16XNC8begVFswmokrTXVuC/xSCraMBZtV6cym0Sq57s1TKgN2s/FQuiMYzHBwvuqbBDVq1ODjjz8GYPr06ZQrVw6TyYTRaMRgMFDyvfeoumwZpbp1Y+3atfEHJnTjL1tWuew6OMAvv0CNGrqEnOb1RQio+x0gYPNouHzwuQxb3j8jjuZ4k3Dp3kvci7bEe9QMHPiA4R527CrDlx6Kd7N3cYEGDeJFBUR4OO43buBjs2FEGZ1OgHnDBgoVKsT06dN5nRaRnxfaeE9reAdC0z+gyP8g5h7M/VDVNE6CN0rlxMEo2HvuNlfDo6jgn5EfmhfHaEh+1rp6oSz0rlsw7r27032RFW3aqMywoaHwsJqO/fqRv08fQlavZuzhw8zNmZPsV65QJSSEhX37ElqrFnvGjHmSM9doNK8jDi5QoC6x93erFNwp2hZCekChRmpCs0pvyF0JF6KY6PgNZS1bSFelE+krtSHrm4NxyF4AevVSLoB37sD337/w+u+aOPIBVinl4QRtu4DCSfQNAk4KIRYJIa4KIUKFEEWTGlQI0VkIsVUIsXXbtm0vQOxXg6alclLG14PlkQWwiNgcO87wv7+gySho+BO0XQjV+kKTMSqEL+IGLPgUfikNIwNh0RfKVT6wM3RYyja3EEa6duVE+W/Uhyz6Ak5tSPLzvby8Ei0WWK3WRNUUQMXGtmjRgl27diWOqR9vz+1TvTrErrSuWAHlykGZMiru9o8/YMMG5bara8NrXgeyFYeAtmCzwOIekJzx+wS5LGLd6T+q5k/2DE6cvnGPXrP2KMM6OFhVl0pguE/YcJKWf2zil5VHafnHxngDvnp1ldsiNsfFokVw6hRMnozNrCYQDYCvpyfHjh2jefPmFCtWjC5duuhY+CdAG+9plTrfgWsmFS+/NelZ76OXw7Ha75FCQNcQPxxNxkcO3alSHloGemOxST79dycx1gQ32nTpoJW9Xmxyq+9Hj6o6kXaEzUaDs2fZCRy8fp2agwZRYelS/Lp00Qa8RqN5JFmD30KanLBhRJgcyVGyZvxO70CV1LPNbCjdHgdiGO3wI5+b/uE941yKcpiNx6+pWNmENaYjI9UkpOZF4wbcuq/tFuCeRN+cwJuomPfsKPf6OXZ3+kRIKcdIKUtLKUsHxMZKax7AYBAMbFyEXSI/LSJ7sixrRw7WmpQorn2bLS8jLY3YlqGmmgxrNgFcM8ON43DVPudStS/UHcaiA9dp9vsGhi05TK1VObhUuKMyIv5po0pa3UdISAg18jrzTXUnKvu5EBoaSkxMDOvXr8fZ2RmDwYAQggsXLlC2TGnOjns7Pqbeas/tE38y8a+3blUu9J07q0m5mjWhd289Kad5Paj2FThlUDknDsxLvE9K2DEJ/qoDKwbChIaPbcB/UiM/49sF4mw2MnvneSZuTBwmY7VJRiw7TP+58RFP0RYbi/ZcUG/uX6mvXRt8fOCttzCsXo1o1gyAzvfu8W/fvnh4eLB3717GjBlD+fLl+fzzz7l586Yaa9UqlbhS6/MDaOM9reLqBXW/V6+X9YMbpx7osvH4NaTdUc4A7Dpz87GH712vEDk9nNl77ja/rDyaeGes6/yECSoOLSHR0fDWW+qv0ag2BweoXx+ZIwcZUVkSTYAZOGlPKqXRaDTJ4h2Ioe08DNV6Y2g7L+mEWgajSuZTuQcGbLxvmsNnpn+ZZB5CSewGSJ068Yk2pYQ8eV7eOby+hAPp7mtLB9xJom8EsE5KuUhKGQ18D3gBBZPoq3lMCmRNR72iWdku89HpRGXqzoqi5ojVVP9hNSUHLKXpqA0MW3KIFqPDWHHwMhRuDGU6EOdKL4xYJYwKPcYHU3dgsy/0RVtsTHRvB3mqwL2rMO0tiL6ndt67DjunEnxwIItbmuhR3oFVrc1U9ryKyWSiXLlyrFixgkGDBrFs2TI+/6Azs5qZycnFuLpxAMSovDmEhICjo3qmcHKC775TK+2tW0O2bKqPlGpSbvnyh38h166plcQ+fbRhoEmbuHiqWu8AS3orvbtxUlWjGhkIc7qpSTWkypOVcBLsEeTL4s63/ysGwMD5+9l+Wq2qX7wVyVt/bOSnFUeQJK5YNXfXOS7fsefjSmKlPq7933+hfXtEZCTN/v2Xz7t2jfPMkVIyfPhwsmXLxh/lyiGrVoXhw7FVqqT19D608Z6WKdwYCjWGmLsw94MHXGeC8njhYDJgFGA2GRLHrz8CN0cT3zcrjhAwctVRdp+9Gb+zRAkIClIlXWKTQMXSr59KVuHjoxJDDRyoVrfmzUOcOcOB3r2x2rsagO/CwmjVqhXHjj1d2QuNRvOaEFs+82FVOYSAKr0gr0pIZxQSMzEc3LiQ8Ch7/F5oKJQsqfr/8gtYrcmPp3keHAZMQoi8CdqKA/uS6Lsb0AGQL4DcGd3iXtskHL4UztHL4dy4F1+CzWKTdJ64jZ6z9nDWKwhMTiCM2AxmPtucjm8XH8RikySMvFt56Doxb4wFj9xwcTeMCobfK8Ewf5jdFU6tj50CQCBhVkdY3BMibsTlmahWOj/DCu6lbl4z1yKg23oPZl/1BuBm6Eh2bw1DBgXFr+itXKnyVnz5JUycCDNnJp6Umz4drlx58EuwWmHMGMidW3kHDh6sV+o1aZeAdpClCNw6DT8UgJ+Kw8pBylvGMb0KkQFAwrFVqkrVY9KweHbalfclxirpOH4r3SZvo8aI1Ww6cZ1M7o5M7liWf7oE83G1vPhlcuXynWg6jN/K3SjLowf/5RcoXBgOHaLT9u04OTrGlUUtHRBA+8hI2oWFxV83LBYuffXVE389rzLaeE/r1P0eXLzgxGr4p1Ui15jYGJZPa+ZPXPLtMQnK40X78rmx2iSf/ruLyJgED7nvvaf+/vZb/KTBypXw7bfKtW3KFOXGlnD2TQgKDhrEoWHDiHRwwAi0MBiYMmUKBQoUoEmTJvTu3VvHvWg0mmej0mdxDy4GAYtu+/LJPzux2ezxe8uXQ9assH49/PprCgv7aiOlvAvMAgYIIVyFEOWBRsDEJLpPAoKEENWFEEbgY1RpuYckWNE8DpXyZcLRpOo7m42CQY2LsPSTSvzRpjRO9naDUG6xUzefpuKUu/RON5gJzq35370vmX0tB7m8XJjYIZDpXcvxbogfGVzM7L9wh6GrLqlJM1Crfxd3qdd5QiD4/bhJAIRRlaTb+Bv8XAqW9oH5n8HvFeHSXvDKy3eOH7Eg4Bc+dR/KbmtuMhgjmPl5CNmzZ6fuwIG03L2bNffXfI+dlPvwQ8icGfbsUQsMBxMk89q0SbV16aLyXsSiw2c0aRWjSRnwAJH2yKQ8VaHVDPjiGLRfrGLjza5wah1MbgZRSTk8JU2vugUpkNWd6/eiWbDnInciLRTPmZ6FH1akvH9GAnJ58HGNfPzTJRgfTxf2nLvFe5O3Jw61TQoXFzXB5uJCpiVL2PPJJwwcOJC1Cxawxc+PkSjv3BhUuREBeCxfzvzu3YmOjn7ir+lVRBvvaR23TFC2i3p9cIEqJXefAd+tiv8TG+6xdK+VH79Mrhy9HE736bsYueqoSkzRrBl4ecGOHbB5M1y9qpLZSQlffaVi0JKh0Oef47R6NZjNvG+z8XulSlitVmbPns2QIUOoWrWqNuA1Gs3T4x0IrWeBU3oMSKo4HmTZ/kv8uNzuPu/pCb//rl737AkP8/yZPl310dekZ+E9wBm4DEwF3pVS7hNC+AghwoUQPgBSykNAa+B34AbKyG9od6HXPAMBuTyY0imIz2rmZ1rnYFoH5SJfFndqFM7CZHv79K7lWPFZZVoGemM0CCafz0q/67XYLvPRtFQOlnxciYp5MxGQy4MetQvw59ulMRsF49afYN+BfcQ/UhqUl8zbc6DWYBVHX7W3Mia6rIVcFSDiOmz4Bbb+qV5nLc7OWtOZbS2LEAYkBgZbWgPQo7wTIvwSixYtYtq0aYSEhPDr/ZNuwcEqBn7nTlUv/vhx1TZkiEpuFxSk4uRz5oRBg5QLPqhnluzZX9bPoNE8X6JuEad3wgi5K0DeGqqChHcgNPgJOixROSxOrFbx73evJT3WkeUQ+k2cDWE2GqhSIHPcbgHUKJSFTO6OiQ7L6ObIhPaBeLo6sPrwFXr/t+fRGeQLFozLm+U3fDg9d+0isF075Vbv7s7hgQOp4eBAX2AG4ABU/P57Gvr60qNHDwYNGvRa2wnaeH8VEAkywluiVBK754ST2cgPzUtgEDBv9wWGLz1Eqz83su1SBLSzz/iNGgUdO8L588po79370QMHBakbLdBl61a+iU2CB0RGRjJhwoTndg4ajeY1xC8EWqj6013FfxQzHOfnlUdZsNueWKdRI2jZEiIi1PXr/qodO3eq61nz5srFtnx56NQJdu1KPruvJkmklNellI2llK5SSh8p5RR7+2kppZuU8nSCvrOklP5SynRSypD7a8Frnp7kJvMTtvtlcmPoG8XoXDFPnNuqQUCeTG44mRMnvC3t68lXDVTRgIF7PbEZHezZ7B2VAWEnLiGeLS9kKwZt50PRZglGEuxJV5HmEw4SZY2NtJdskgVZYi2NixlmvV8qUWzsBx98QKtWrbhw4ULik8yWDVavhiZN4OZN9TyydauKxWjTRlXJ6d1bJcMKClLHfP89RD2+S3FCwsLCGDp06GttSGhSEN+KSt+EEYwO6v39ZC2qDPgMueD8dhhTWVWqWjlYeb9MfAO+ywOTm0Lo0ESLgNULZonz2HE0Gwj2y5ikGLkzujL2ndI4mQ38u/UszX4PY/rWM6rcXHK8/TbUq6dyZP3zD5w9C/7+sG0b+fr0YWhoKO5DhpA1NJTTgYGkB8ZduMA/331H3759qVixIj169GDfvn0PVLB41TE9uosm1ZPbrryWKEBC9lKPPORJKO6dgbK5PQk7fh2bhBiLjY3HrxHQpYu66cUa2q6uMHkymB7xb3Vms5pgqFdBKe/ff/NBaCg/ODlxKVIlvPjrr7+oW7cuDRs2fK7nonl5CCE8gbFATZTra8/Yh/b7+jkC3wAtUKtzU4GPpJQxTzKORvMAuStC0HsYNv7GBI9xBF37ik/+2cnmE9doWCIHAT//rFzoQ0Nh9GiVjPPQIeU99O+/iceSEv78U22+vmo1L3NmVX3jWWrD//UXzJoFefOqBHqxZbVOnIAjR+CLLx7qyaTRvAiqFczCuPUniLHYHpozp3VZH/acvcm/W+Fd5378WC4c53wh4B3IzXvR/Lf9HIMXHsBik5iNgqFvFKVRiRyYAzvDgXlIazQWzPTbk5FoaaNtOV/qFs3KlpM3uHE3mm/Wt6SqYQdlHY9SxtuJbeeiEUJgsIfczZ8/nwEDBuCeuxiLth2jZA5X0sdcZ43RyEdGI+XsOS2swEmzGX83e+x/bPhMyZKwd6/S+W+/faLv6O+//6Z9+/bYbDacnJxYsWIFwc9yLdBonhTvQHhnrnqm9q2YfE4YzzzQYSmMqw03TsD2hyyQxS4CegfGeexsPH6NoDxeD/XiLenjwSfV8zF00UG2nrrB1lM36D5jN1nTOZE7oyvuTibMRgPty/sS4OupDipTBhYsUK+FUBNseVV6lODg4Hh9Wr0aWbs22VevZjUq5mqB1cp3333Hd999h4eHB4UKFcLd3Z327dvTrFmzB+R7ldDG+6uAdyC8Mx9mdoSbp+DaUfCr8vTjxRrXCS4E74b4E3ZczcSZjPYbeS4PKFtWxZIBxMSo1fdcuZIeN/yKqjm5ebR6EDY5Qp/psHs3zjt3crhYMbZlzsyiyEiGrVtHkyZNGD16NB07dkx6vLAw9dAdEqJm0C0Wta1fr5LmhYQ820O15lkZCUQDWYASwAIhxK4kVtK+BEoDRQAjMA/oA/R7wnE0mgep9hUcWYbHtSOMyDSf9668wYSwU/yz5QyTOwURMHKkWl3/7DOVzCp2Zd3RUa3ezZ6trm1Goyp7s2kTnDypNlDu99Onq75Pyk8/qVrVD8G2dCmGlSv1tUzzUonNmfOoh3YhBAMaFeHQxTssOZuLKpudyHXUyrmbKzl7IyJR3xir5PPpu+n9314KZU9HuazDSH9pE4vD/dljyM83jYrwZqAPAIG51WSByWhg0vrqtDMtYfZHZRgfWYuQKlXImjUrH330EfMWLKTvpFVUqxpDkPEgYUfysWjKX0SfP8hpYAWqsk0M0G7CBAqZTHTt2pXIyEhCQ0Op3707Rbp2hWHD2JkzJwtu3eLu3bs0bNgwWUM8JiaGoUOH8vXXX8et+EVERPD3339r413z8vEOfHgi11jcs0LR/6mM9LHkCYEynVR5xlldVHlGJKTLGdclIJfHY4feWmwSQXzWUaMQXLwdycXbkXF9luy7yD9dgtWYNWuqSbPoaJV0skYCj51TNxJdf8ScOUQUKUKus2fpDXQHvilalD+uXePc+fOsX78egMWLF5M/f346duxI8+bN8fHxSVLWsLAwQkNDCQkJSXN6q433VwXvQKgxAKa/A5vHQJmO8Ss4ybFnuopxcc8CZhe4cwEuH4Szm5XmmRzVjJ53IJXyZaJK/kysOnSFOkWyxSty4cLxxrvVqozpWCU4s1lluDQY4ewWOLIMZIKkd5ZIODxHZYotUYJ0u3dTRQhCnJzI264dnf/6i06dOrFp0yZy585NlSpV4hVsyRJV9ulh7qvOzio7bRpTylcBIYQr0BQoIqUMB9YJIeYCbVDGekIaAN9KKa/bj/0Z+Bbo94TjaDQPYnaGJqNhbHXq3JlJaVGIrbIAUbEeRM2aqYm+0FDlKg/Kpf7XX1V8bMJJwuBg5V7frZtaqZdSXfeaN4/Pfp3u/qpoyXDkiOpvRwrBnWKluOxfCPOuHXgf3YsBsEVFc+G/ReTQ1zHNS+ZxH9qdzEbeq+JPl4nbuHgrkou3Iu3tBnw8XTh25S42m0QIyOzuyMXbUew4fZMdeAF1ARjcoHCc4Z6QL2rlp8/197h1eC3Zbu+kY8PP8SwRxKYT1yjZpje5ipeigVxDdeMgJBBtNtOuSjWqVPyYdOnSUbdtW8rFxLAa2GC1sm7MGMaMGYNzngDMmfPQ//Qe+tps9AHSf/gh36JqGw4bNowxY8bQvn17ZVhMmQJnznAsd26a/fADO3bsAMBoNGK1r+7//vvvSCkZOnQoHh5Jf29p2WDQvALkrQkbfgVrtHKzr9I73vBPlwMW94JzW2DnJCjW/OF2xOlNcHKd8nCzjxGUxwtHsyHOY2dih7JkcXfi55WHmbntHBJl4I9dd5yAXAHxdeET3mOBbSev02LMRiw2iYPJwNROKum2c5s2yKFDEYAj0G/PHr7KlIkDfn6sO3YMK/A3sPHQIbp370737t0pWrQo2bJlI3v27JjNZi5evMjRo0c5ePAgUkqEEFSpUoXy5cuTP39+oqKiOHXqFLVr1061OqqN91eJAvXAPbsqE3FitZpRS45FPWDT7w8fL4HrDMD7VfOy6tAV1h29QrTFhoPJoGJFp06NnzULsX/mibXIvxuBtMbFzSGM4F0Wzm1Xs3wAW8aCgys0bggTJ4OUiOhoOuXNi3XUKN59913+/PNPABwcHFi8eDFVqlSBvp8+aLgbhLrQxGa6jIiAefO08Z4y5AOsUsrDCdp2AZWT6CsAcd/7nEKI9ECexx1HCNEZ6AxQv379Z5Ne82qRMwAqfIpY+z2/OvzCVEtV1tqKki19cbW/XLn4jNNGo/IoymlfeQgOTnwNMRhUuM+ECeq6B8rjZ+hQGDsW3nkH0qeHqlWTv/bcuqUmCCIjsQoDEogxmmhb9E225yhIKediTD7ZG7PVQozRRJhPUf73Ir4XjeY5cfRyOAahytAJAW3L+dKnXiGMBvHACtqtezEMXrif6VvPIlG37psRMUmOazAI+reoxL+/tKb1rTEY5rzH9LkT8bGeobfhEA7GxKUezdLCxxUyEtRFJfL19fUlNDSU70NCyJAhA7/9Pprp59xomS+G7OIq66Pb8e2UcTS+cpwiMTFMBLYAF61WDnfowKbPPiPg7l1MMTFIIDvKaPD19WXcuHE4OTmxdOlSjh8/ztSpUxk9ejSzZs1icP365Dx2jJhy5bAGBnLhwgU2b97MpEmTsNlsODo6snLlylRrHGheUR7mZu8dCK3+hV9KqbrwB+dDwQZJj3MsFCY1UdUjDGbl/ZsrKFmPnZaBuZi/+wJRMTYkavU97Ng1gv28HrjHWm0yLtQGINpiY9iSg0xoH4hjgwaIESNUjgohIF06xJUrFLpyhUL24zsA07p2Zf61a8yZM4c9e/awZ8+eZL8SKSUrV65k5cqVidoHDBiAj48P/v7+ZM+enezZs2OxWDAajTRp0iRFdVcb768SRjOUbg+rBsGmMckb7zdOwpY/EzQI8K0AhRqpMhKrBoHNCtggJj6JSymfDOTP4s6hS3dYfuASdYtmS3bW7PKCQWS2r7JLCae8KpCuxWg8s+Tk4Jbl3Nq7lLyG83ieXADrf4KMWYm/8wMhIXQNDmbdunVMnqySTkVHR1O7dm3avvEGv+86oKw9AdIIoo0L+JjgjAX+vgexOTLG/aGSTOXO/by+Zc3j4Qbcuq/tFuCeRN9FwEdCiFUot/kP7e0uTzKOlHIMMAagf//+OqOYJjGVe8DeWWS9cZyPzDPpKufRb7UbjUp0xFi/PowY8eAkJA+67gEPXvcMBvj0U9iwAYbZXRIdHVVSrPtv8FaripM/cIBzOfLQvXx7Slw8zEafolwqXJLGvp4YS+XgbYMg8NRutuUuTvcG1V/GN6TRPDVBebxwMMWvuNUvlh2jvSD8/Sv46V3MtCjjw9xd5x8ZUw/gYDJQtExlbMvG4CVu8yZLwAg2DERkKY1zjsLYtv+NylEvmRVekIL3YkjvYk4UN3s1PIpLBZrzl3tf6pi2YpPwvsmBsX37U6RCZWwlStDYaqURCWaTb94ElDOiAJyAL/38qLpjB+7u6jYUO36PHj14t2tXqq1dS4e//gIgcs0aqgEb7zunyMhI2rRpQ58+fXjjjTdI97geOxrNs/IwN3sXT7Uav/BzWNIb/GuA2Slxn5gImPeRMtxBLcbNbA8tJkGOUkl67ATkdGNZ8D7undzKfHNdfjnmRZeJW5n1Xjn8M8c/zkXGWPlw6g62n76Z6PiNx6/T8Jf1fN+sOEVXrkwcMnviBPTqhfznHwQqTOZtd3feHjWK/v37M3DgQGw2G0IIGjZsyDvvvMOVK1f46KOPiImJwWQy8cUXX2C1Wpk7dy579+6N+9zTp09z+vRp7mf48OH079+fL774AsfYyhUvEW28v2oEvANrvoPDi+DGKfBIIv580Zdgs8TVQcbooOJCY5U5V3llwJ9Yo8ZKnx0C2iKEoGWgN/3n7WfKptPKeIcHZs3kvRu4XVUuZVYpiMbMpxeqs33ELrJnOMSlW9FIKuNgMvBfo/YU3NQTOAh1HGBBFBiskE7FynXr1o2ZM2fG1XaMjo4mYPE/iGiJzGLAVshEjLeJs3U+x98/L2yfCKyDIxbYHwOXrkKFCrBsGRQqhOalEQ7c/zSSDkiqyOhgIAOwE4gC/gBKospKZX2CcTSa5DE5qAzYm0djAByEhYxXt/DX+mp0rJj0JOTfYSf5ao5KrWA0CHrVLUDroFw4mowPrsivWwetWyv3WlArA716weLF8WWpAPr0gQULkJ6edG7al33OmdiYpwQOJgOTW5aKe+jZVjYXG49fo/sjkgRpNKmBx42Rf9r+945tIDaa1ibhaOaa5Gs3GmcXlfjKUKghtukdMETdpPTNJbwzrjiTOgXh5qgec/edv0XnCVvpeHc0dUxb1TFCrdQ3yXEDihTBULMmLFoUF7NrLVWK5UWLMmHmTMaFh+OEMuBrnT2L04EDEJjYACqUMSOhnp6J3MgcgWaZMlGsSRMsFgsTJ04kxl6n/tixY7Rr1453332XcuXKkT17drp06UKFChUe70vXaF4EAe1g6zi4vB/CfoVKn8fvs0TBP63h5kl7g11bbp+DP6oqG6TqV+DqBZZo5QW8bzbsn413dDgA+QzLic4znNHHM9Ju/Bb+e688Gd0cuX43mg4TtrDj9E3SOZnoXis/tyMtZHA28+e6Exy6dIfGv62nScns+AT+j/LZM+IXEcMpsycHy79Bw5n/4WiJxgDcXbwM129s1KpVi++++47o6GgcHBzo0aNH3GRb0aJFHwhhqV+/PtWqVYvr/8cff5ApUybOnz/P1KlTWbp0KQA2m42vvvqKn376idatWxMQEMCZM2cSh/e+QLTx/qrhlhkKN4Hd/yjlq/F14v0HFyjD3jEdvDFGKef9rjM+ZVVd1rU/wIqv1QxbTCQEdaVJyZwMXXSQdUevcuraXXJ5uT4gwrG53+JPFLusuVkqA9ksCxGdLQCnK+GcvxmftCLaYmPlHR8KdlkDk/4HrIF9FjhphRHD4M+qBAcHs3LlyjgFy+TsTO7ypQEri3yNrI2B0JVR5OMkEyZ8DRnzwYUG4B0J5R1htiMcPA+VKqmH6NKlH/+7vD/WVfMkHAZMQoi8Usoj9rbiwANJ5qSUEcD79i3W/X2blNIqhHjscTSaR1L0f6qutM2KAdhoK8j+pYeoWSgrPvcZ41M2nab/3Ph/M6tNMnD+AYYvPUx5/4z4Z3LFaFB1cANyeSgXvvffh//+g8hI5XIUGgqlSqmM8oGByrD/5hswGpn15Qj2XfMib2Y3GpfMTlCejIkMmCdJEqTRpAae9H/2Sfp7FKpK9PE/MEsLMZiwBXZRq4Sx+FfH0G4+8o/qNGc12y/kpf14IxPaBbLy4GU+m76Dz+XftDMtQRpMYLMi7Gm1rmUMJAeoibWVK8FiQTg4YPr1V2oHB+PWsSO1q1alqsVCbaBsVBRUqaIqUtSrpz7/v/+gSxfElStYnJwgMhITqh5z/ffe49P+/QHo2LEjoaGhlCpVitOnTzN58mRWr14d57I7c+ZMnbVek7IYTVD7G/i7obIDSrwF6bKDNQZmtIejy8ElI9T5Bm6ehuwBcGw5bBwF28bDnhmqLN3NkxB994HhhS2Gz32OEhbtx+6zt+g4YSvfNi1G10nbOHH1LjkyODO+XRnyRh9Qi4g5KvHGhxX5fukhxq47wYxt5wD4YVnCaEpX/nlzMFWPbqHN9vmk37MTRo8m+N13WbFiRZJ5Jjwu3Kb6/rO4578d1xYcHJxs//z587N27Vqio6MxGAzkypWLo0eP8pO97DWoBJ7ly5endOnS+Pn5ER0dzc2bN6lTp85z1WkhX6N6tf3795f97RfQV5qzW+HPauDsCZ/uVwmbQCnRyLJw6wzU+Q7Kdnn0WBt/h8U91OvS7SF9Tn46loURBz14N8SPHrULJOoeeesythFFcSGSCQXHEJ45IG5WPcZqY+b2s/SatQd7KAv96heiXYXcKrndX3XgWKRye8+QDk6fBff7vKN7doZv/sCW04HMN+FaeHTcrkaNGvHTTz+Ry3BJJePbNkE9RK/KCWEHwMVFuau2a/doYzwsTBntsVmmO3SAggXBzQ3OnYPbt6Fp01Rp1AshvpZS9k8FckxDLWB0RGWJXwiUuz9LvBAih73fBaAsMB3oIKVc+iTjJOS10XXNk3NkOfzTCiyRjMkxhCHHfKngn5GJHQIRQmCx2hi04ADjN5wE1Iq7lBKDEOTwcObUtXuJhjMaBH+8HUDVAllUQ+ykn6cn/PADHD6s3Orr14eFC8Fi4c6wEZS9XYB70Vb+6RxE2Ye4DD+M1KLrKY3W99eDg1uWc2P/SjwKVaVAmWRCSXZOhdldicbE/6L6cTVdYc7fiuBL01S6muYjDWZEi0kQdRs5qxMx0kiHDGMZ/1Fj5eafzKR9bKK5KhUqEDRuHIwfr54NPvxQ1ZXfvl11rFYNxo1jz+LFZPz6a7KdP6+eHbZsUeV0k6BHjx4MGzYMKSVGo5GBAwfSs2fPB/ppfVdofX9J/NMaDsyDYi2g8SiY1Rn2zgCn9NB2gaofn5Arh+C/LnB+R3ybhy8Uf0uVqpv7AVjsFShyBHC5xQKa/BbGuZvxVSkKZUvHX+3KkOXGDhhfTyW5Npqh7ULwDqTnrD1M3Rzvxm42Cvwzu5POycTWUzew2iR1D67jtznfKH3bsyfJsNlDk2bh/3YzjNJGjMHIsekLKPBGrUd+JQkTTgYFBbF9+3a6devGptjE3clgMBjo1KkTXbp0oUSJEmzcuPGRiSsfpu/aeH8VkRL+qKIUqNFvULKVal/WD9b/CFmLQadVanbtcdg2Xq2+AyCwGh1pdu9LTrsWYcOX1VTiutiuf35IwNkJbDGVolSvlXExbwnZcvI6X8/dx97zt3EwGfi9dSn14HtiLfz7Dow8DWesqnzEF1/EH3jvLmT3gFsx8N27hFVow4oVK7hy5Qrjxo0jPDwcZ2dn6rb/jBj3bLyX7wY1Tw1DWG2wPA9s3IUEbI6OGJOKRU3Ixx+rMk4PI7mY1hQmtdzg7fXZxwE1gGvAl1LKKUIIH2A/UEhKeVoIUQmVIDQzcAYYIKWc/KhxHvbZr42ua54O+6Sk1SMPQTcHcSUChv2vGDULZeX9qdtZe+QqZqNgcJOi+GVyS+Tae/5mBP3n7mPp/ktxw5kMgg4VctOpUh4yuiVwkY+IUPWjhw+PT7BpNDJm0HiG3PSgesHM/PlOmac+jdSi6ymN1ndNIhZ8Blv+5AJe1IscTHvTIt43zUEKE6LF3yq5L2D9522MB+Yw3lITl0Y/0LyM9+ONLyX06wcDByZu/+QT+P57NVkHcPeuqmN94IBKZDl+fJLDhYWF0TMkhJCYGELNZoaGhib5QK/1XaH1/SVx4yT8GqjKx3nmgevHwcEd3p6jksAmxZrhsHIQYFOhuVV7Q8XP1L4zm+HwYpWTK/oO1B/BbGMtPv5nJ6DCWP7uUJYKfl7KBf/89vhxc5aBtgvZdu4urf7YSLTVhtloYErHsnE147edusH0rWeYvu0MP/33LfUPrlWTcCtWxOskwLFj3ClVBvfbN+KajhQLIu+usEd/J0lM7oWFhcW52ptMJvr27YvJZGLmzJls2bLlgSE8PT25desWUkocHR2T9bR5mL4bkmrUpHGEgMDO6nVsTfXLB1XsCgLqj3h8wx0goC0Uiq1hLDHYoqmX7hhXw6NZcSD+AfbShdMUPDMNAMcafZI03AHK+Hoy9/0KtA7yIdpio8vEbSzee0GVm2g1HSrbk2N89426+cUy5ENluGd3go9/4KQxBydy1sJa9h0aD19EwU8mkrHrRLa6BbHT5kPnfYXotckdjIJoxwNxCWeIiuLU338//JwPHLCfLUijEdq0gQ8+gICAuPqVMipK1YV+ShYtWsT777/PnDlz4mLgAPaMGUNorVrseYaxUwNSyutSysZSSlcppU+swS2lPC2ldJNSnra/XyOl9JVSukgp8yc03B82jkbz1JTpAF55Md44zrhCapWg/9x9hHy/irVHrpLRzYGpnYJoXtqbgFwedKviH+femz2DM10q++FkNmAQ6oHDYpOMXnOcit+u4qNpOxi25CDbTt1Q5SqHDYOuXeM+WgK3Fi/HIHjAc0mj0TwHag2FnGXIxjWWOHbnfdMcLFKwuOCQOMMdwBiivApbGlfx15IwwqMsyY2YGCFgwABo3Di+zWiETJkSGwmurjB9uroOTJiQtPFusxG8ejWrYmLoJyUrhCB1LQdoXls8fKFIU/X6+nH1t8bXyRvuoJ7jTY7KcDc6qLDcWLwDVX6thj+r90v6cOfCEWJNBQHsOnMTVgxIYLjbd57dAn83JMAzismdgvisZn6mdAqKM9xBheF807QYQ5oU5asaXbnmkl4Z2qNGxcuwfDnRpQJwv30DG4LY4Jm8uzey84NeD/8+Zs6EypWhb1/lYROmjP1YV/uBAweyatUqevfuTY8ePfjpp59wdnbGaDTi4OBAgwYNyJEjB9evX8dqtWKz2YiOjiY0ttLNE6CN91eVwm8ot/kLu9Q//YLPVJK6gLaQ8wnivmMJfg8MyuAX0oa/X34ApiRwX9k3fSAuIordLkEUK1vtocMZDIKBjYrQsUJuYqySblN28OPyw4w8kp4LjbpBdgNcuwG//aoOiLgLv01Urz/uzD87L9Nz1h5WHLzM/N0XWHv8FvccPDA4OMXVbcRo5i/P9xm304KDn0nlMUf90385ezZr165NWrjjx5ErliMFEOyAfNuJRXmu0Cu7N18EvUm0yRw3EWCbNFnVnH9MpJSsW7eOmjVrMqBuXTxHjmR248Z0dnDgdxcXdjs6UqRLFyovXUqBLl2Y0qwZa9as4dSpU6xdu5ahQ4cSFvYYs4MajSZ5jGaoNQSAIkdHUymH4G60lRv3YhDAoMZFKB37UHBmM6wdrv7aiU229VnN/EzvWo6575enWoHMRMRYmbPzPCNXHePNMWHKgAc1+efsDEajKv3mXYTmpb3JmyWp4gsajeaZMDlAswlYHNKTSdxBSrBhJHduv8T9shRGFmyIo4iheeQMRq8+9mSf88UXcXp9f5WKOAoXhpEj1ev33oN99mgviwUmToQiRaBnT4RU6fiMFkt82UqNJqXJ4BP/Whgg8ubD+8eWoqvaW/1NKqt9kTdUbq6YuzQ+PQRHExgFmE0GGt6bBet+UMZ/jQFQrS/U/xncs8HpMBhdmQBxONGEehz2e3WLrBdpUrMEvWu+B4Dtiy/Uc/2IEdhq1cLh9i2W+Qcy8stf2dT+ExY3ag9AiV+HMr/9F0RbbInHvXtXGewtWqhQWqtVVaZJoKfBwcH07Nkz0Qp6cJky7O3alZWVK7P1l1+YO3cuZ86cYeLEiZjNZgwGAw4ODoQkdd14BDph3auK2UllfVw3AmZ0gFunVYKJ6v2ebjzvQBVzsuAzuLSHimdHk9XUh7VH4Mz1e1y/dJpy1/4DAZkbDnisIYUQ9K5XECezkV9XHeXH5UcQwO/m8mytOwvHP4/C0IHw/ocwpBvciIEsTvDxMEb/tCF+HKBB8ex0rJibDVt3MXTtNaTJDAicvIsw1fM/Gti+INPbR5DTIxDhkpKRl6hUqRJVq1aladOm3Lp1Kz72ZJjd1b64GWo6IYA6bKBO5AasXiDaOCBPCqwXwHQwWtVrnjMHaiUdLxMWFsaSJUu4e/cuixcvZu/evQQBa1HzCXH+CRERiY4zA2/OmMHsGTP4Clhtb3d0dGTVqlU6oY1G8yzkqwn+1RFHl/Nx+umssVdSNwg4dsXu8XN4CUx7S5XONDmqRJ72h5H7k22NbVuGvrP3MnHjKQBirJJBC/YztVMQTvbScuf+W8QHF9Kx37cwo2rke7nnq9G8TqTPganoG8htfyEEmIWkQOQuIHGsvKjcAw7MpaVxJdXXNObNQB9yZHB+vM9IplTuA7Rtq/r8/bfKfVGsmIqBv3BB7c+cGW7cAJst+UkAjSYl8K+mwm2tMQ+upCfHw0rRxVJ3OJxch/vFTSwNPshc50bUs67Ae91gtb/xKCjeIr5/gTowvS2cWq/yY+WuBJkKqomzW+fgykG4fACQYHSk59tz6dCgMfMOrqPBwbXYihbFcO8eAvi1XAtcvxnMBxXjJ/O29clPwOAe1P9rGCNvx3C3YxeqFchMybClyO6fYzynkuTFLtxJKRHlyyd/fhERUKMGedavJw+oMrJFiyKCg2ndujV+fn6PjHl/GKlm5V0I4SmE+E8IcVcIcUoI8VYy/X4XQoQn2KKEELpsVFKUbg8IZbgD1BwIzs+QvdinLHRcDjkCMNw+wxT3X3EghsmbTnNqzmCcRAxHPEPIWqDsYw8phODzWvmp4J8RUIpxz2JkTv3vIasRbtyFwZ/B73ZP6U/eZceFuxy/qh6ujQIczQbeKedLsZwZ6Nq4MgOqZqSs0yW6lHQlb2Y3jlyPYVp4CaSPCVFbueR/gBNe6dKxcuVKunXrRq9evahYsSKftGyJdexY5Rpf3gGrFERJE+dyvUFE1tIIYcDgY8RQyQlDM0eOBhdVJaEaNQJ7CYlYoqKiGD58OBUrVuTrr7/m+++/Z+/evWTOnJmfCvtiIq7IBrasZmQ1F6jhACaQQm024A0gFDgKzATKP6WbjUajuY+ag0EYKXllNsXMZ+Nm/8vldICVg2FaK+WxhARLJISNVIZ8MjQumQMnsyFuQm7H6Zs0+nU9hy7eQQYF8XGe2mzPUZCOFfKQJZ1TsuNoNJrnQIm3ECZnEEZEcoZH1iJQoD5OIoZ2zGXY4oNxu6SUXLodyYajVxmx7BDfLT4Y700TS3Aw9Oz58Nw3QsBvv0GuXHDyJMydqwx3b28YNw7OnFFJ7wYOVJMBemJek1rwDlST1g9bSX8aXL2ggcor5b3tG7qd+xLfdfbk2LW/TWy4g6qk9fYc5VUsrXB8FWz6DTb8AvtmqcpZsUGt1ihMx1bwy1slWV+hHhIw3LuHBH6s1Ab/0T/SrqJfIq+6gEFfcHbQMAC6zfyRcl3fxLFsGQxvtcR47hx7svjRtNV3vNuoJ+FmJ4TNxrWffovPZZOQO3egbl1Yvz6+LTISpk2Le5vUSv2TkJpW3kcC0UAWVEbpBUKIXfdnlJZSdgXiAgiFEONRNo7mfu5cVDcNKZW7i6ffo495FGYneHMKjKlCnjt7GGQax49r/scnDotAQM43Hm/V/X4+qZGPDceuqiz0QuBXohJ0bQb9p8E3o8AKeDnCp9/y0yQVo9qkZA78M7s9UCP2nXqVeKdeJQA+jbHy04ojrFpdnC7GuTgUlEgvA87XIjg16gcazZjBihUrALBarWSdNk151xcwccwjK5OOZGDVoRtk9rtL5cpvEFioDqX2D8EgrRgMgjNV03POqQmVV/2HrV49dhUpwu6yZVl65w7z58/n9u3bic7zzTffZMKECTgEF4xrEyYQdc3gbQKTK9L7LuKkFXyNmIqVh+vBxIwYgd+dO/gB9aTksNfTZafWaDQJyFwAynRAbB7DpJxzmOI/jHpRC/Ge9R5EXFd9hAGk/Razfzb8th9CeoJ7dji9PlGpzYS1qzO7OfLb6mMcunSHhr+uo7y/F1tO3sDdyUSXynlS5nw1mteJWBfek2sfLImbkMo94OB8WhmXU3FnA2pduIPFZuPS7SjCoywIbDQ0bMBbXOHbdUXp0entR5a423T8GltPXY8vAenqqmLkYxPhGgzQpYuqfgPKYNdGuyY18jgr6U9DgXrgV12VmTu6TLWVaA1BXZPubzSrybZ9s1Fmn4A8IVC8JUTdhqW9VR16gDObSOdooq3LTWwIjEiswkCVwtkoXiSrMtzH11fJ+IyO0HY+OXt/zpYtuykzZyIVTu0C4JaDCz/V6sSWqo2JsAm2XQ7nXPrMTJvaE69Z/0Bffxg0KF7Ga9egTh3lWePlBeHhaoEP4M8/1TWgSpVn/upShfEuhHAFmgJFpJThwDohxFygDfDlYxxX/6UImtY4mTCmW8CpdWr1/FlxzwotpyLH1aY5qyln2IujiGGDrRCOVh8eksoiWQJyefBjixJ8/M9OrDaJo8kAPf+C0bPhgr02fEEDh3atJvRQFC4ORvrWL4Snq8NDx3UyG+lRuwB9ImJotdnKaPMIPCvEwJxIXH/6iYF//smGDRuIjo7Gy2DgQyTEWKCCI/22ezJ5kT1T5PbjTJ8+HYCgnEbalzDTqrgDVUy7WVCuDEuOFKTW2QOU2LmTAjt38jtwG/D39+fkyZNIKXFwcODDDz/E4cwZ2HlCLbsHO0AhZ/hwHOSvBZf2Icc3QHpHIZCIG5ugTGHM3T9H9uuPkBIHg4Gi1649xbes0WgeIKQn7P6XdBfW0/VqdYixl4LzCYbq/ZXxfny1WnnfMx2uHoYZ7VAKLOzu9HOTdKevWywbX8/bx79bz7Ly4BUAIqKtHL4Urmu4azQvg8cxPLIVg/z1cDq0gM6m+Qy+1BqAAuI0LZzCaEgoXtxCSohkDqNXehHQrnWSQ0VbbPSbs5dDW1cQZDjAMENhune0G/stWqgkt9HRyj2+atXnfbYaTdoiR0llvAMgVFb7h+FrT4hnjVZu/FV6xet3tuKwfw5sGQsnVsOOSezNW4pcJjNmq4UYo4kjhUpTHGD738pwB/V35xTwDiR7Pl9sCAxIbMCtTu/y1a/fAyqb/Zujw9iTLS/dGvVg3H+DMAwerDxounSB8+ehRg3Yvx9y5yZi4WJmLNxGzu3rCTi+i3Rh66B2bZW88s03n+lrSxXGO5APsEopDydo2wVUfsRxTYErwJoXJViaxreimlGK/Sd/nFiVxyV7CUSTUTC9LTkN15ASSokjzN+xioBcbzzVkA1L5GDX2VuMXXdCPfB2CUZUC4BJdteTjRGcnfgHOL/NO+V8H2m4J6RJqZy8ubUQ/S1t+bnoL8jVFsTBgwRfuMCKFSsIDQ2l1YkTOP/xB+Q2cjy7N/9NO4TRaMRoNNKxY0eio6NZsWIFG0+cYONZK3/tjGFhazfqOW7hmL8ntrMqDsUR6Jw3LxMXLsTf3z9RXcjg4GDo1B5sEkqYWdO0KfsyN+DSifxc2X2I41cicb73JUGGAwhh4DPHmRi2jgNjEMLJCaKjETomTqN5frh4qjq0m36zG+5CJcop94HyXIL4h4PKPWDnZFj2lZrpR6qZ/pNrkzQQXB1NfPe/4kTEWJm3S8W3SinZePxavPF+ZnPilUGbDaLD4cQaOLlOJfd5EaseGo0mnspfwKEFvG1cSgFxGh9xmVyGy3G7pVSXA0cZTczRUP5aX5525RPXj9515iY9Zu4m26U1/OswHIEkGjMLduQkIFfTx4+R12heF/LWVK7vlmhllOd+hJ3yMG+a2Im6rEVVvflFX1Cw/lzatR5KwIldbMtdnO4Nqqt76+5/Eo+7czIUqE+OJnWw/fI9NvsEm0+rpnFdAnJ5MK1zEJ/8u4tQyjClXU9a/zlIJaI8ckSFwNy4AYUKEbFgEW/MOcmBy+kgZx2MOWsx3zsvBf/9C1q2VC712bKpVfinuA6kFuPdDbh1X9st4FGpeN8B/pYPKVYvhOgMdAaoX/81W6B/XJexp6VwE26tHUP6ixsQAkzSSrBxPypK++n4sFpeZu84x5aTN5i3+wINsxcDlPEurXBhVziulYx0qvhkbqcBuTyY1imIHjOc2H97HoXKHYGFFhgyhOBt2wguXlzFowFUdOR4wa4sXxr4QEKJhPUcd15z4FDZ7yi1fzB+eS5jWyeQFokBKFy5Fv7+/oCKbYmLa7lwASaoMnW7gwvw9uVWcBngZAJp87HdqpJZXfcswZCowYiojfB+XriRBeq10Dd9jeZ54uJJXAYKYQBbTLzhnhCTA5RuB17+MLGxPR7eph48HkLbcrlZtv8SMRYbZpOBoDz2sJfTm2B8Xfs4AhxcICYi3k0fYNv45xtrqNFoHiR7Ce5kLo375a1UNO4FwGJ2w1S8OWQpglzUE2xRGIRaqOgwbx+nr9+jT71CRFts/LDsEGPXnSA/p/jZcSQmezSnWVpwOheGWmtCu8drNAmJjal/EjvlUd40xd+EYyth9z8U3vAJX/SZTtjphnTP40WAbS9Mbq4WNfPVghxl4NwWlZx2agtoMhrDyuQn2AJ8PZncsSy1f1xDH68gArt+Sr7ff4Dhw1UHIYgc+i3tlp7jwIX4dGxWDNTxfYOvmrjQ/r+R8OuvqhS1k7P6vCe8JqSWhHXhQLr72tIBySaiE0J4o1bmH1qwW0o5RkpZWkpZOiDgaRy60zjegVDxsxf24Je+bn9sBgdsGDCYHMhRouazjeds5vNaqgzd0IUHiKr3Fjg5gkFgMTkwy7vKE6+6xxLg68lf7YP4SbaAkmakuxF27IBFi1QsytWrkMPA2VzZCGzYOenSDwnqOa5YsYKyjTtj7riYu75eGN52Bj9Vj67gwlnxcS4J+X4YxFihoInvMyi3GQFUyZ+Jn94sQf+GhXA0xSe8mnrZmzct/YlyyAAuJyHHJtjbK1HZKo1G84zkqQwmp6Rr0yZF7oqq+kZuu3PY6m9h+8Rku8fGwn9aMz+TOwbFr7pvHmM33AEkRN9VhrvBHH+wNfq+ECiNRvMicM8TGJvyCokBU4WPoP4IKNMBQ7v5iNLtwehINdNO+pin8tf6kzQdtYGgoSv4Y+0Jahi2MMd5AO7cSzCOYNzZHIxddyKlTkujSd28CDul3nDlgn9pD6UO/6hKy8l9MKU5WCJUbP2b06Byd2j5j/K0s1lgZkcw7U8+CeWZzXjvG8XwYDVh/2a2WsSUKBW3WxoMzP5rARuPX8fDxYyjyYBRgMkgcHcyMSBfHeYWqBhfbjoqinP/LXri00stK++HAZMQIq+U8oi9rTiw7yHHvA1skFIef+HSaZLHpyyGdgue6+p+89LeTNp4in3nbzMyyptPV66KK7F0KHcRxj7hqntCvD1dKF61OVtWzaZM0B5YZoUBA1SsCkAFR/b5taeWS/KlYhKtpANkLsidAs1xsfyBaGlE/n4X9/PnYcQI+DJByoYbN+D33wA4Wj4Pa2zFMAhwMBl4v2reuAf6ojkysPH4Nbw9nPk77BSbTsFfpgp0Mc1Xa4OWaEQybroajeYpeBovJZ+y6pg138PKgTD3fWVol+mQZPf7S8sREwEnYo1yoVb1W0xREwnnd8CEhi8m5Emj0SRN4SaIrX+BNVplp88TEr8vdrUvfz2Y2oKOzOemSMevZ+oDkveMc/nC/I/Ko1XsTUSOUrDoC4TRxEmZlYHz95PRzYFGJXI88LE2m+TfbWfYcfoGzUv76HwYGs2z4ugOTcfC2Bqw6Xe4tB/ObFLx7SVaQcNfVNJIUF52NQaCsyes+BoWfKpi5/PXBgc3uHVWbZf2wYVdgKCWyZF3cg5hwtks/NygG58deA9psRBtMPGvmx+Z3B2Z1jmIm/di2Hj8GkF5vCiULR0ztp1h+tU3qHlkIyablRijiTCfovZCtY9PqjDepZR3hRCzgAFCiI6obPONgHIPOext4NuXIJ7mUTznTJRGg6Bfg8I0Hx3G6NXHaP5ZZXoVMLLdcIVu5X3xeIpV94R0rOhHjy3tKFP6S+S6aMSmTWpHBsGlfJko1fD9Jx4za1BzbAcmgIhW5egm3VNlX1q1UsksAH75Ge5FQR4jwzK1pFi2DNQqkiU+G62dhA/59YtlZ/Lm0yxcUJa2cglmLERj4pRTcQo807eg0WgS8bTXsUqfq1X7pb3VTf/qEXDL9OhJgLCRcPcSeOSBkq1U3drY/i865Emj0TzI4+hd3urQZDTM7Mjnhim4m25RwbCXwoZTSASiej8o/7EyCI6uwHRkCRPyrqHBkfp8Pn0Xnq4OVMybicgYKxuOXWXZ/sss3nuBG/diAJiz83xi7xyNRvN05CgFAe1gyx9w0p4azb9GYsM9FiGg4qcQeRPW/6QS3p1YnczAEmGN5pO8l5l+OTu/RGeh1Kh/uDJ/CdNc8nA6fwmmdSqLXyY3OL2JANM6MFQEh0DaBPtSINvbtImxEnhqd3wc/hOSKox3O+8B41ARwNeAd6WU+4QQPsB+oJCU8jSAECIYyAlMTylhNS+WwNye1C+Wjfm7L9B10jb2nruNm6OJjhWevcSSg8nAm/9rwaq/plGlwEbYoW6a3JYci6pCOY/7IzgeA+9ADO0WcGv596RnCdaCDhgP3IPPPoN//4V792CEiok5Uz4nS20BzHujKEVypH/osAaDoE1QLs7dqMFba6wEGQ6wSRakarivNt41mtRCufdVsp2Fn8OmUaiVdKfkY9VvX4C1P6jXDX5Uq+3386LK82g0muR5HL0r+j+IuAELP6eLaQGgEtqdK/0FOSt8Et+vah84soSi52fwaZlm/LAlgk4TtpLT04Uz1+8RZXmwynGMxZY4oaVGo3l63LMmeCPAJwgMxuT7O6VHRZTbdTNrMRUbnz6nCmtb2seek0aSoWAVeqbPSt/Ze2l3yAR565He2cSMTmXxz+we75UH9ueBeeAdSBlfT74c0J6Nx6+pOPyn0PXUEvOOlPK6lLKxlNJVSukjpZxibz8tpXSLNdztbWH2fsnGxGvSPj3rFsTJbGDvOVUrvVbhLM+86h5L2Txe7PD/ANxFfGyahMKmnE8/qHcg6dv+w6YMdTDWckCaBUyfDsuXwx9j4OYdyG7g+xxv0rBEzkca7gmpUSgr+00F+N3WiH3GAvEJrzQaTeogsBMUiE2KKlVpueRi1VcMgJi7qn9ShrtGo0ndBHaKz3kBIAzkzOCYuE+2YlCkKVij+cA0i0p5MxJpsXH0cjhRFht5MrrwcfW8fN+sGE5mFRubKKFlGkUI4SmE+E8IcVcIcUoI8VYy/X4XQoQn2KKEEPq5XvP8yF3Jns/GoP7mrvTw/rGl6IQRTM4qdr5qHwhoC8HdoNl4FcombXD9GK0CfSiaI37BLzLGxu1Ii6oUs2pI/LiWSFWOzk5ALg8Vh/+Uk3SpaeVdo0lEjgzONCyenX+3ngVg/u4LvFU213ObkX6naUP2rslPkQ17wAoYIX2Z3I887qEIQa42ozjwc2UKVjwMK6Pggw/g1lUALlfIzFJDBZbWzP9Ew8YmvIqNndGz8hpNKqT8RyprrS0GkBCTRNLKc9th1xSVlK7GgJcuokajeU5U6Q2nN4LNomLkk8pNUaU37JuN2DmZ6qUasfYISMAgoGmAN92qqKo0uTO6vUr395FANJAFFQa7QAixS0qZKI+VlLIr0DX2vRBiPHFLnhrNc+BJs9k/KnSmUCO1Aj/7XVj4BYZc5aiYNxN7z91GAharjcN7NhGwp7MqkSWM6i+oyjHOHhDSU+W4eQZSzcq7RpMUOTLEJ46zWJU72fPCy82Ru2XKIdu4QBVHrG3cOGe88MzjZvXyYHOZH7kdlAE8DXDwIFy4CukFI/xa0jIoD96eLk887rPO1Gk0mheMdyC0Wwj+9hi2td/Dgfnx+6WExT3V66B3wcvv5cuo0WieDz5loe18qNo7+RAZLz8o2RqkjfrX/sLRvsLucN8Ke4DhCN1McwgwHHlwjDSEEMIVVRevr5QyXEq5DpgLtHnM4ya8eCk1rxVPms3+Uf2Lt4SCDSH6DszqQrX8GeP0OqfpBk33fwxRt5RnXdsFagKv2Jsqrn7dD/BnVdj1D6wd/tSVo7TxrknVVMib6YW6k53JWoMob2csFZyI8XYizFrouYzbvGZlBjt/BKXjSz7JO5ILF7PzflX/5/IZGo0mFeIdCK1nQsXP1Yz7jHZwPFTt2zcLzmwEl4wq0Z1Go0nbPI5hULkHGB3xPLmAWY3dHiwZuX0ijKsNKwaqKhNpuxRsPsAqpTycoG0XUPgRxzUFrgBrXpRgGs1zQQho8BO4ZYUzGwk4O4HJHYP4smp2Fnv9jMO9C+AdBE3/hFzBUPkLeGM0tFsEHr5wcQ/81/mZ9F0b75pUTbL1kZ8TuUtWpa2tLyOszWln60PuklWey7jODkbK1X+bvdG54hslfBaz86lq1Gs0mjRG1T4Q2FmVe5v6FpxYA8v6qX3V+toT42g0mlee9DlUjDxQ6IC95nRWE2z9C0ZXUmUmpRWQ6nqRXK6MtIEbcOu+tluA+yOOewf4W0opk9ophOgshNgqhNi6bdu25yCmRvMMuHhCY1X6mVVDCDAcodO5vjjfPAQZ80HLqWC+r+S0TxB0XQfZY+vCP72+65h3TarngfrIz3ns7h3ffqasj8nRsHh2lhQuSuF1hxH2mPqCQRme2/gajSYVIwTU/hai7sCuqTChgWr3yAMlH+pBqtFoXjUqfArbJsDR5fBbMFw/AZYItc/BXb2WUiXDSip2Pu0QDtxfsicdkGwiOiGEN1AZ6JRcHynlGGAMQP/+/ZM08DWal4p/NSjbVdWRH1dbTcA5eyrPOxfPpI9xdIc638L4emCzPrW+a+Nd89rzoiYHhBAYGrxN9L3lmE5FYcnlyInAxrrEm0bzumAwQMNf4eZpOLVetd0+C+e26TJwGs3rhKsXFG4MOybC5f2qLUtRKPeBSoJ1cffjJ9VK3RwGTEKIvFLK2AD+4sC+hxzzNrBBSnn8hUun0TxPqveHQ4vg5in1Pvou3LkIGXySP8Y7UMXCP4O+a+Ndo3mBHHEoxO9Z+hGU7QCbZUGq6PrsGs3rhdEEeULg1AZAqtn2k2vT+gO6RqN5UtLliH8tjFCkCRRvod4/Tn35NICU8q4QYhYwQAjREZVtvhFQ7iGHvQ18+xLE02ieL2ZnKFAPNtpd6G2Wx7u/P6O+65h3jeYFEpTHi/2mAoy2NWKvrs+u0bye5Amx15o1vgpusRqN5mnwr6ZqR7/614H3AGfgMjAVeFdKuU8I4WOv5x63LCmECAZyAtNTRlSN5hkp3OSl67VeeddoXiC6PrtGo3lk7ViNRvPq85pcB6SU14HGSbSfRiW0S9gWBri+HMk0mhdACui1Nt41mhfMi0y4p9Fo0giviFusRqN5BvR1QKN59XjJeq3d5jUajUaj0Wg0Go1Go0nlaONdo9FoNBqNRqPRaDSaVI6Q8vUplyiE+BM4+5AuAcC2lyTOiyCtyw9p/xxSg/w5pZQdU1iGFOUxdB1Sx2/1LKR1+SHtn0NKy//a6zpofU8jpHX5IeXPQes7Wt/TCFr+ZydZfX+tjPdHIYTYKqUsndJyPC1pXX5I++eQ1uV/nUjrv1Valx/S/jmkdflfJ9L6b6XlT3lehXN4XUjrv5WWP2VJ7fJrt3mNRqPRaDQajUaj0WhSOdp412g0Go1Go9FoNBqNJpWjjffEjElpAZ6RtC4/pP1zSOvyv06k9d8qrcsPaf8c0rr8rxNp/bfS8qc8r8I5vC6k9d9Ky5+ypGr5dcy7RqPRaDQajUaj0Wg0qRy98q7RaDQajUaj0Wg0Gk0qRxvvGo1Go9FoNBqNRqPRpHK08a7RaDQajUaj0Wg0Gk0qRxvvgBDCUwjxnxDirhDilBDirZSW6XEQQuQVQkQKISYlaGsuhDgghLgjhNgvhGicgiImixCioBBipRDilhDiqBCiSYJ9LkKI34QQV+3716SkrHaZ3hdCbBVCRAkhxifTp58QQgohqiexz0EIcVAIcfaFC6t5KFrfXz5a3zUphdb3l0ta03XQ+v6qkFZ1HbS+vyxeFV03peSHpyJGAtFAFqAEsEAIsUtKuS9FpXo0I4EtsW+EEDmASUAjYDFQF5guhPCVUl5OGREfRAhhAuYAvwM1gMrAPCFESSnlYVSWRxNQELiO+k1SmvPAIKAW4Hz/TiGEH/A/4EIyx3cHLgNuL0pAzWOj9f0lovVdk8JofX9JpFFdB63vrwppVddB6/vL4pXQ9dd+5V0I4Qo0BfpKKcOllOuAuUCblJXs4Qgh3gRuAisSNOcEbkopF0nFAuAu4JcCIj6MAkB2YISU0iqlXAmsB9oIIfIDDYHOUsor9v3bUlJYACnlLCnlbOBaMl1+BXqgbhyJEELkBloDQ1+YgJrHQut7iqD1XZMiaH1/6aQ5XQet768CaVXXQev7y+RV0fXX3ngH8gFW+yxRLLuAwikkzyMRQqQDBgCf3bdrK3BACNFQCGG0u9hEAbtfsoiPQiTTVgQoC5wCvra72uwRQjR9qdI9IUKIZkC0lHJhMl1+AXoBES9PKk0yaH1/+Wh916QUWt9fLq+UroPW9zREmtN10PqemkhLuq6Nd+X6cOu+tluAewrI8rgMBMZKKc8kbJRSWoG/gSkoJZ8CdJFS3n35Ij6Ugyi3k+5CCLMQoibK3cYFNdtYBPUbZAfeByYIIQqmlLAPQwjhBgwBPk5mfxPAJKX872XKpUkWre8vH63vmpRC6/vL5ZXRddD6nsZIi7oOWt9TBWlN17XxDuFAuvva0gF3UkCWRyKEKAFUB0Yksa868B0QAjiglOhP+zGpBillDNAYqAdcRM04/gucRc1oxQCDpJTRUsrVwCqgZspI+0i+BiZKKU/cv8PuxvUd8MFLl0qTHFrfXzJa3zUpiNb3l8grpuug9T0tkaZ0HbS+pzLSlK7rhHVwGDAJIfJKKY/Y24oDqTXBRQjgC5wWQoCabTQKIQqhZubWSCm32vtuEUJsQl0cdr50SR+ClHI36mIEgBBiAzABOJpiQj0d1YCcQoj37O8zAf8KIb4FlqB+q7X238oBSC+EuAgESSlPvnxxX3u0vqcAWt+1vqcQWt9fMq+QroPW97REWtN10Pqemkhbui6lfO03YBowFXAFyqPcPAqntFzJyOoCZE2wfQ/MQP2jVQauAiXsfUuikjLUTGm5kziPYoCT/Xw+B04AjoAZpfR9UZNL5VEzpwVSWF6TXd6hwET7axPgdd/vcQZohroIm+7b9wYq02VWwJjSv8Hruml9T5Hz0PqeCn6H13HT+v7SzyFN6bpdZq3vr8CWlnTdLq/W95cv7yuh6yn+w6eGDfAEZqMyOZ4G3kppmZ5A9v7ApATv37crzB3gOPBZSsuYjNzDgBsoV6dFgH+CfYWBMPvvsR9okgrk7Q/I+7b+SfQ7CVRPZowQ4GxKn8vrvml9TxG5tb7rLaV+S63vL1fmNKXrCb5nre9pfEvLum6XX+v7y/mO07yuC7sgGo1Go9FoNBqNRqPRaFIpOmGdRqPRaDQajUaj0Wg0qRxtvGs0Go1Go9FoNBqNRpPK0ca7RqPRaDQajUaj0Wg0qRxtvGs0Go1Go9FoNBqNRpPK0ca7RqPRaDQajUaj0Wg0qRxtvGs0Go1Go9FoNBqNRpPK0cb7a4QQoq0QYt1THOcjhAgXQhhfhFxJfF4XIcSP9te+QggphDC9jM9+iEzFhBAbUlIGjeZJ0Pr+TDJpfdekKbS+P5NMWt81aQat688k0yuh69p4TyUIIU4KIaqn0GdXtCt0uBDirl3BYt+HA0gp3aSU1pcgiwPQBxj2oj/rSZBS7gZuCiEapLQsmrSP1vc4WbS+a155tL7HyaL1XfNKo3U9That6y8QbbxrkFKutSu0G1DY3pwhtk1KefolitMIOCilPPcSPxOAx5iNnAx0eRmyaDQvCq3vCq3vmtcBre8Kre+aVx2t64rXQde18Z7KEUIYhBBfCiGOCSGuCSH+FUJ4Jtg/XQhxUQhxSwixRghROME+LyHEXCHEbSHEZsDvKWVI5O4ihAgVQgwSQmywz+jNs3/WZPtnbRFC+CY4voAQYpkQ4roQ4pAQovlDPq4OsDqJ9lZCiNNCiKtCiN4JxnYUQvwohDhv334UQjja9z3gWmQ/D3/76/FCiFFCiIVCiLtAFSFEXSHEfiHEHSHEOSHE5wkODwWqxY6v0TxvtL7HofVd88qj9T0Ore+aVxqt63FoXX8OaOM99fMh0BioDGQHbgAjE+xfBOQFMgPbUTNKsYwEIoFsQHv79rx4E2gD5EBdSMKAvwBP4ADQD0AI4QosA6bYZWwJ/JbwwnQfRYFDSbRXAPID1YCvhBAF7e29gSCgBFAcCES56jwubwGDAXdgHTAW6CKldAeKACtjO9pnEGPscmg0LwKt7wqt75rXAa3vCq3vmlcdresKrevPAyml3lLBBpwEqifRfgColuB9NtQ/nSmJvhkACaQHjPZ+BRLsHwKse4QcvvYxTMm1oWateifYPxxYlOB9A2Cn/XULYO19nzEa6JfM5x8Baifx2TkTtG0G3rS/PgbUTbCvFnDS/rrt/edrH8vf/no88Pd9+0+j3GnSJSPfOaBSSv+/6C1tb1rf4/ZpfdfbK79pfY/bp/Vdb6/0pnU9bp/W9Re46ZX31E8u4D8hxE0hxE3UBcAKZBFCGIUQ39jdcG6jLhoAGYFMgAk4k2CsU89RrksJXkck8d4tgfxlY+W3n0MrIGsy495AzZzdz8UEr+8lGD87ic/rlL3tcTlz3/umQF3glBBitRAi+L797sDNJxhfo3kStL4rtL5rXge0viu0vmtedbSuK7SuPwe08Z76OQPUkVJmSLA5SeX28RYqKUR11Aydr/0YAVwBLIB3grF8Xp7YcZwBVt8nv5uU8t1k+u8G8j3B+OdRF5VYfOxtAHcBl9gdQoikLjIy0Rspt0gpG6HcgmYD/yY4PjvgQNKuQBrN80Dr+8PR+q55ldD6/nC0vmteFbSuPxyt60+ANt5TF2YhhFOCzQT8DgwWQuQCEEJkEkI0svd3B6KAa6h/7CGxA0lVCmIW0F8I4SKEKAS88zJPxs58IJ8Qoo0QwmzfyiSIc7mfhaiYoMdlKtDH/r1kBL4CJtn37QIKCyFKCCGcgP4PG0gI4SCEaCWESC+ljAFuo2ZGYwkBVkopo55APo0mObS+a33XvD5ofdf6rnk90Lqudf2Foo331MVClJtK7NYf+AmYCywVQtwBNgJl7f3/RrmWnAP22/cl5H2US8pFVEzIXy9U+iSQUt4BaqKSYpy3y/ItkFyWx3lAAfvM2OMwCNiKmuXbg0r0Mcj+2YeBAcByVPzNumTGSEgb4KTddakr0DrBvlaoC7BG8zzQ+q71XfP6oPVd67vm9UDrutb1F4qwB+5rNKkGIURnoJCU8uOUliUWIURRYIyU8v64GY1G8wxofddoXh+0vms0rwda118c2njXaDQajUaj0Wg0Go0mlaPd5jUajUaj0Wg0Go1Go0nlaONdo9FoNBqNRqPRaDSaVI423jUajUaj0Wg0Go1Go0nlaONdo9FoNBqNRqPRaDSaVI423jUajUaj0Wg0Go1Go0nlaONdo9FoNBqNRqPRaDSaVI423jUajUaj0Wg0Go1Go0nlaONdo9FoNBqNRqPRaDSaVI423jUajUaj0Wg0Go1Go0nlaONdo9FoNBqNRqPRaDSaVI423jUajUaj0Wg0Go1Go0nlaONdo9FoNBqNRqPRaDSaVI4ppQXQaDSap2H79u21TCZTPyllVvREpEaj0WgeD5sQ4qLFYvm6VKlSS1JaGI1Go3kShJQypWXQaDSaJ2L79u21HB0df/X19Y12dnaONBgM+kKm0Wg0mkdis9lERESE08mTJx2ioqLe1wa8RqNJS+jVKo1Gk+YwmUz9fH19o11dXSO04a7RaDSax8VgMEhXV9cIX1/faJPJ1C+l5dFoNJonQRvvGo0mzSGlzOrs7ByZ0nJoNBqNJm3i7OwcaQ+70mg0mjSDNt41Gk1axKBX3DUajUbztNjvIfo5WKPRpCn0RUuj0Wg0Go1Go9FoNJpUjjbeNRqNRqPRpEr8/f0Lz58/3z2l5dBoNBqNJjWgjXeNRqN5zuTIkaOok5NTKRcXl5Kx29tvv+3z888/exmNxgAXF5eSbm5uJfPnz19o6tSp6e8//tNPP80uhAhYtWqVS8L2+fPnuxsMhoCE4/7yyy9eL+/MUh979uxxdHR0LNWoUaPc8OB3lCVLlmJ169bNs3r1aheAEydOmE0mU8C+ffsc7x+rRo0afp07d875pDL8/PPPXkKIgL59+2ZJ2J4lS5Zij2N4Hjp0yEEIERATE/OkH53mqVChQt6PP/44+/3tkyZNypAxY8biBw4c2Fe/fv07b731lk/sb2o2m0uZTKY4/apUqVLelJA9NZBa/v9jr2sJr3fPfnYajUajuR9tvGs0Gs0LYNq0aUfu3bu3I3b7+++/TwOUKFEi/N69eztu3bq1o2PHjpc7dOiQ5+rVq8bY42w2G9OnT/dMnz69ddy4cRnvHzdTpkwxCcf94IMPrr3M80ptdO3a1adIkSJ3E7bFfkfh4eE7NmzYcCBfvnyRNWvWLDBnzhz33LlzxwQFBd0eO3ZsokmPS5cuGVevXp2+Y8eOT/R9xhrc6dOnt/76669Zr1+/ru+rT0CbNm2uTZ8+3ctmsyVqnzRpkmeTJk2umc1mAKZMmXI6wf/8xXr16t2Ifb9mzZojKSF7aiC1/P/HXtfuv949LjabDavV+iSHPBGv48SYRqN5NdEPGRqN5rVj+fLlrj179sy6fPly15SSwWg00rVr1+sRERGGhKtgS5Yscbty5YrDkCFDTs+bN88zMjJSpJSMz8K6o1ddv118MOu6o1df2Hc8ZswYj/Tp01srV658J6n9BoMBPz+/mB9//PF8ixYtrvbu3TsnQOvWra9Nnz7dM2Hfv/76y9Pf3z8iMDAwolevXlm9vb2LuLq6lvTz8yv8999/Z4jt9/PPP3uVKlWqQIcOHbzTp09f4rPPPssO4OfnF1GyZMm7gwcPTrT6HovVaiV23AwZMpSoW7dunkuXLhkBQkJC8gOkT5++pIuLS8mU/L9MkuOhrizvn5Xjoc9drlatWt24ffu2ccmSJW6xbVeuXDGuWrUqQ/v27a/lyJGj6OzZs9OW2/zy5a707JmVF/w7pqb//+RYtmyZa5EiRQq6u7uXKFKkSMFly5bFfSeBgYH5P/jggxylSpUq4OLiUurAgQOOQoiAb775JlOuXLmKuLq6lvzoo4+y79u3z7FEiRIF3NzcStatWzdPwmvi1KlT0xcoUKCQu7t7iZIlSxbYtGmTc+y+HDlyFO3du3fWfPnyFXJ1dS2lDXiNRvMqYEppATQajeZZEUIEPM1x33zzzRP1l1Jue5rPSQqLxcKvv/7qZTKZpL+/f3Rs+19//eVVtWrVmx06dLjRq1cvn3/++Sf9O++8czN2//Xr101eXl7FnZycbLVr1745YsSIc+nSpbMl+SHPEd8vFzzVdzwq9NgT9T/5Tb3H+o6vX79uGDJkSI7ly5cf+u233zI9qv///ve/G5MmTcp0+/ZtQ+vWrW90797dZ8mSJW61atUKB5g2bZrXm2++eQ3A398/au3atYe8vb1jxo0b59GlS5fclStX3psrV64YgN27d7s2bdr0+tWrV3dGRUWJcePGeQIMGjToXK1atfJ/8cUXl7NkyZJoGXHw4MGZFyxYkCE0NPRQ9uzZLR06dPDp2LGjz7x5806EhoYeKlCgQNFbt27tiF1pfqH0T/9UvyXrRjzh59x65G/p5uYm69Wrd2P8+PFederUCQcYP368R+7cuSODg4MjnkrO581TXl94wusLT3B9SY3///dz6dIlY9OmTfMOHTr0dOfOna+PGzfOs2nTpnkPHz68J2vWrFaAGTNmeM6bN+9I8eLFI202mwBYunRp+h07duw/fvy4Q7ly5Qpt3rzZbcqUKcezZMliDQwMLPDHH394fvDBB9fWrVvn0q1bN98ZM2YcrVSp0t1Ro0Z5vfHGG/5Hjx7d6+zsLAFmzpzpuXDhwiNZs2a1vBTd0mg0mheMXnnXaDSaF8Bbb73l7+7uXiJ2Gz58eEaAXbt2ubm7u5dwcnIq9fXXX3uPGjXqRI4cOSwAd+7cMSxcuNCzZcuW1x0dHWXdunVv/P3333HurcWKFYvYuHHj/suXL+9asWLFoV27drl07drVO6XOMSX57LPPcrRq1eqqv7//Yy2neXt7x0gpuXbtmtHNzU3WrVv3xvjx471AxQ3v27fPpUOHDtcB2rdvf8PX1zfGaDTSqVOnG7ly5Ypau3Zt3IphpkyZonv37n3ZbDbj5uYWV7KwXLlyERUrVrzdv3//B2pHjx8/PtOAAQPO+fn5xTg7O8uhQ4eeX7RokYdeDYR27dpdW7hwoUd4eLgAmDp1asaWLVteTWm5UjOp7f8/9roWu61YscJ1xowZ6XPlyhXVrVu362azmS5dulzPkydP5L///pshdqwWLVpcK126dKTZbMbR0VECfPnllxc8PT1tpUuXjsybN29E1apVbxcqVCjay8vLWrVq1Vs7duxwARg1alTGNm3aXKlatepdk8nEBx98cM1sNsuVK1fGydq1a9dL/v7+MQn1VKPRaNIyeuVdo9GkeZ5kRXz58uWu9evXz2exWAwmk8k2f/78w9WrV7/76COfjClTphxt3LhxInfWn3/+2at48eLh27ZtO3Tr1i3DW2+95bt27Vq3jh073gCVpMtoNMpmzZrdAhUP3LBhw3znz583Zc+e3eLj42Px8fGxABQoUCD622+/Pdu0adO8wKnnLf/9PO6KOCiX+fbjt+SzWG0Gk9FgG9e2zOEK/hmf23e8YcMG57Vr16bbu3fv/sc95vTp02YhBF5eXlZQBmOzZs387927d3rs2LFeFStWvB07ifLrr796/frrr1nOnTvnABAREWG8cuVK3P0yW7ZsyRpMgwcPPl+xYsWCPXv2vJSw/cKFCw6tWrXyF0LEGRFGo5GzZ8++/OXAx1gRj+N4qCuTm+fDFmPAYLbR6t/D5Al5rvpSq1atcA8PD8uUKVMyVKhQ4e6ePXtc5syZc/R5fsYz8SQeN8uXu1K/fj4sFgMmk4358w/znK8vqfH/P/a6lrBt5cqV7jlz5oxK2JYzZ87oc+fOxf3Pe3t7R3Mf2bNnt8S+dnJysmXJkiXu85ydnW2XLl0yA5w9e9Zh1qxZXuPGjcscu99isYizZ886xL6P9RbQaDSaVwVtvGs0mteK6tWr350/f/7hFStWuFerVu3OizDcH4f06dPbxo4deypv3rxFO3fufLV8+fIRkyZN8rp3754hZ86cxQCklFgsFjFu3DjPPn36XL5/DCEEUqa+BaUK/hnvjmtb5vD6o1fdy/tnvPM8DXeA5cuXu587d84h9nu6d++ewWaziUKFCjl99913Z5M6ZubMmR6FChW6FxtiULt27fAMGTJYJk+enGHGjBleAwcOPAtw+PBhh08//TTXvHnzDlerVi3cZDJRoECBQgm/54QG+P2ULFkyslatWje++uqrbAnbs2TJEjNmzJgTNWvWfOC7OHz4sMP9bamGPCF3afXvYY6HupMn5M7zNtxjad68+bXJkyd7HTp0yKlChQq3vb29LY8+KhVSvfpd5s8/zIoV7lSrdud5G+6Quv//E5I9e/bouXPneiRsO3funEPNmjVvJRjric8/lhw5csR8+OGHF7799tuLyfV5XFk1Go0mraDd5jUazWtH9erV7w4dOvRiShnusWTNmtXasmXLq/37989+4sQJ88aNG9P9888/R7dv375v+/bt+3bs2LHv3XffvTh16lQvUGWgjhw54mCz2Th69Ki5Z8+eOWrUqHEzJc8hOSr4Z7zbo3aBi8/bcAf4f3v3E9LIGcZx/J3UVWO0aV1tE1ikVFpHKGRHDx6U6EEtiBcjSAQ9eIh4URBBL4GqIHtVVBByCuSgmLNQEMGLCIoQRCQQcC5V19Rqk87Osk7HHnZncek/s1vJZPv9XJMJT16GmfzyvvM+4+PjPyeTyUNrnAYGBtJtbW3Xm5ub7+w6bpqmODk5eTQxMeFdW1urmp2d/enu6319fZfT09NPstnsJ8Fg8FqI148uSJIkPB7PjRBCLCwsPE6lUk6Rg7m5udP19fWqbDb7tovA0NDQRTgcfmIF9dPT06JYLPaZEEJ4vV7D4XCI4+PjP7XvsoWv2zTRPn3+UMFdCCFCodDlzs7Op7FYrHpwcLCwOyi0t2vi2bPzhwjuQtj//Lf09vb+qqpqycrKSuXNzY2IRCKfp1KpUmtl0YcaGRlJR6PRL7a2tlymaYpMJuNYXV11X11d8dsWwEeLCxwAPIBgMPjN3b7HHR0dtX/1vqmpqefb29vu5eXlKlmWXwQCgYy1PL6mpsaYnJy8SCaTzr29vdL9/f2y5uZm2eVyKS0tLfWyLOuRSCSnlkwfg4qKCvPuGJWXl5slJSW31nLbdDr9qKysTHG5XEpTU1P90dGRc2NjIxkIBDJ3PycUCl2enZ0Vd3d3/2JtcNXY2PhyeHj4ud/vr6+urvYdHh46FUX5LZf6ZFl+1dPTc6nr+tt7bDgcvujq6rru7Oz89k1d8u7ursv6PqOjo2etra2y9bzwh49SYamrq3ulKIqm67qjv7//Ot/12Jndz3+Lx+P5PR6PpxYXF7+srKx8Oj8/74nH4ymv1/ufrKrw+/0vlpaW1LGxsRq32/20trb2u2g0+vjfjwSAwiXZccklAPyTRCKh+nw+NrQCALy3RCJR5fP5vsp3HQBwX8y8AwAAAABgc4R3AAAAAABsjvAOAAAAAIDNEd4BFCLTNM337zEEAPhfe3MPMfNdBwDkgvAOoOBIknSu63ppvusAABQmXddLJUn62x7xAGBHhHcABccwjBlVVYs1TXMyAw8AuC/TNCVN05yqqhYbhjGT73oAIBe0igNQkA4ODr4vKir64fb21iP4IxIAcD+mJEnnhmHMNDQ0/JjvYgAgF4R3AAAAAABsjtkqAAAAAABsjvAOAAAAAIDNEd4BAAAAALA5wjsAAAAAADZHeAcAAAAAwOb+AJU4pTBeXhKrAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x432 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14, 6))\n",
    "for i in range(8):\n",
    "    ax = fig.add_subplot(2, 4, i+1)\n",
    "    if i in [0, 1, 2, 3]:\n",
    "        plt.title(plot_vars[i], fontsize=12)\n",
    "        ax.plot(np.arange(1, 29), np.mean(rmse_fourcastnet, axis=0)[1:, plot_idx[i]], color='k', linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"ERA5\")\n",
    "        ax.plot(np.mean(rmse_mf_4dvarnet, axis=0)[:, plot_idx[i]], linewidth=2, \n",
    "                marker=\"o\", markersize=3,  label=f\"4DVarNet\")\n",
    "        ax.plot(np.mean(rmse_mf_vit, axis=0)[:, plot_idx[i]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"ViT\")\n",
    "        ax.plot(np.mean(rmse_mf_4dvarformer, axis=0)[:, plot_idx[i]], color='r', linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer\")\n",
    "        ax.set_xticks(np.arange(0, rmse_fourcastnet.shape[1], 8))\n",
    "        ax.set_xticklabels(np.arange(0, 6 * rmse_fourcastnet.shape[1], 48))\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"RMSE {unit_y[i]}\", fontsize=12)\n",
    "        plt.xlabel(\"Lead Time (hours)\", fontsize=12)\n",
    "    elif i in [4, 5, 6, 7]:\n",
    "        plt.title(plot_vars[i-4], fontsize=12)\n",
    "        ax.plot(np.arange(1, 29), np.mean(acc_fourcastnet, axis=0)[1:, plot_idx[i-5]], color='k', linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"ERA5\")\n",
    "        ax.plot(np.mean(acc_mf_4dvarnet, axis=0)[:, plot_idx[i-5]], linewidth=2, \n",
    "                marker=\"o\", markersize=3,  label=f\"4DVarNet\")\n",
    "        ax.plot(np.mean(acc_mf_vit, axis=0)[:, plot_idx[i-5]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"ViT\")\n",
    "        ax.plot(np.mean(acc_mf_4dvarformer, axis=0)[:, plot_idx[i-5]], color='r', linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer\")\n",
    "        ax.set_xticks(np.arange(0, acc_fourcastnet.shape[1], 8))\n",
    "        ax.set_xticklabels(np.arange(0, 6 * acc_fourcastnet.shape[1], 48))\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"ACC\", fontsize=12)\n",
    "        plt.xlabel(\"Lead Time (hours)\", fontsize=12)\n",
    "        \n",
    "lines, labels = fig.axes[-1].get_legend_handles_labels()\n",
    "fig.legend(lines, labels, ncol=4, loc='lower center', bbox_to_anchor=(0.5, 0), fontsize=12)\n",
    "plt.tight_layout()\n",
    "plt.gcf().subplots_adjust(bottom=0.18)\n",
    "plt.savefig(f'medium_forecast_wind_7d.jpg',dpi=300)\n",
    "plt.savefig(f'medium_forecast_wind_7d.pdf',dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4da48d09-2ffb-4bd1-8c00-5bd407737f69",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0f56549d-b0b2-4b1f-87c7-d5670c44b6c3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "31cca352-76fb-4576-915a-20d58f397244",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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